Year	Conf.	Topic	Cited	Paper	Authors	Url
2019	ACL	# optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-seqlab	5	Neural Architectures for Nested NER through Linearization	Jana Straková, Milan Straka, Jan Hajic	https://www.aclweb.org/anthology/P19-1527.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-subword, search-viterbi, task-textclass, task-seqlab, task-lm, task-seq2seq	0	Stochastic Tokenization with a Language Model for Neural Text Classification	Tatsuya Hiraoka, Hiroyuki Shindo, Yuji Matsumoto	https://www.aclweb.org/anthology/P19-1158.pdf
2019	ACL	# optim-adam, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, task-seq2seq	2	Incremental Transformer with Deliberation Decoder for Document Grounded Conversations	Zekang Li, Cheng Niu, Fandong Meng, Yang Feng, Qian Li, Jie Zhou	https://www.aclweb.org/anthology/P19-1002.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, latent-vae, loss-nce, task-seq2seq, task-tree, task-graph	0	Discourse Representation Parsing for Sentences and Documents	Jiangming Liu, Shay B. Cohen, Mirella Lapata	https://www.aclweb.org/anthology/P19-1629.pdf
2019	ACL	# optim-adam, optim-projection, train-mll, pool-max, arch-lstm, arch-coverage, arch-subword, pre-fasttext, loss-cca, loss-svd, task-textpair, task-lm, task-seq2seq, task-lexicon	29	How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some Misconceptions	Goran Glavaš, Robert Litschko, Sebastian Ruder, Ivan Vulić	https://www.aclweb.org/anthology/P19-1070.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, reg-labelsmooth, norm-batch, train-mll, arch-lstm, arch-bilstm, arch-att, arch-subword, task-seqlab, task-lm, task-seq2seq	1	Exploring Phoneme-Level Speech Representations for End-to-End Speech Translation	Elizabeth Salesky, Matthias Sperber, Alan W Black	https://www.aclweb.org/anthology/P19-1179.pdf
2019	ACL	# optim-adam, arch-lstm, arch-att, arch-memo, arch-coverage, pre-elmo, pre-bert, task-spanlab	3	Real-Time Open-Domain Question Answering with Dense-Sparse Phrase Index	Minjoon Seo, Jinhyuk Lee, Tom Kwiatkowski, Ankur Parikh, Ali Farhadi, Hannaneh Hajishirzi	https://www.aclweb.org/anthology/P19-1436.pdf
2019	ACL	# arch-lstm, arch-bilstm, arch-att, arch-memo, search-greedy, pre-glove, struct-crf, task-textclass, task-seqlab, task-seq2seq	0	Distantly Supervised Named Entity Recognition using Positive-Unlabeled Learning	Minlong Peng, Xiaoyu Xing, Qi Zhang, Jinlan Fu, Xuanjing Huang	https://www.aclweb.org/anthology/P19-1231.pdf
2019	ACL	# optim-adam, train-mtl, train-transfer, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-extractive, task-lm, task-context	0	Self-Supervised Learning for Contextualized Extractive Summarization	Hong Wang, Xin Wang, Wenhan Xiong, Mo Yu, Xiaoxiao Guo, Shiyu Chang, William Yang Wang	https://www.aclweb.org/anthology/P19-1214.pdf
2019	ACL	# arch-lstm, arch-gnn, arch-cnn, arch-att, arch-bilinear, pre-glove, latent-vae, loss-nce, task-seqlab, task-condlm, task-seq2seq, task-relation	1	Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization	Paul Pu Liang, Zhun Liu, Yao-Hung Hubert Tsai, Qibin Zhao, Ruslan Salakhutdinov, Louis-Philippe Morency	https://www.aclweb.org/anthology/P19-1152.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-textpair, task-spanlab, task-lm, task-seq2seq	3	E3: Entailment-driven Extracting and Editing for Conversational Machine Reading	Victor Zhong, Luke Zettlemoyer	https://www.aclweb.org/anthology/P19-1223.pdf
2019	ACL	# train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear	0	Reversing Gradients in Adversarial Domain Adaptation for Question Deduplication and Textual Entailment Tasks	Anush Kamath, Sparsh Gupta, Vitor Carvalho	https://www.aclweb.org/anthology/P19-1556.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, struct-crf	2	A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling	Haihong E, Peiqing Niu, Zhongfu Chen, Meina Song	https://www.aclweb.org/anthology/P19-1544.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, comb-ensemble, pre-word2vec, task-lm, task-condlm, task-seq2seq	1	Attention-based Conditioning Methods for External Knowledge Integration	Katerina Margatina, Christos Baziotis, Alexandros Potamianos	https://www.aclweb.org/anthology/P19-1385.pdf
2019	ACL	# train-parallel, arch-lstm, arch-cnn, arch-subword, search-beam, task-lm, task-seq2seq	0	Accelerating Sparse Matrix Operations in Neural Networks on Graphics Processing Units	Arturo Argueta, David Chiang	https://www.aclweb.org/anthology/P19-1626.pdf
2019	ACL	# optim-adam, optim-projection, train-mll, train-transfer, arch-lstm, arch-att, arch-bilinear, arch-subword, pre-fasttext, pre-bert, struct-crf, task-relation	0	Cross-Lingual Syntactic Transfer through Unsupervised Adaptation of Invertible Projections	Junxian He, Zhisong Zhang, Taylor Berg-Kirkpatrick, Graham Neubig	https://www.aclweb.org/anthology/P19-1311.pdf
2019	ACL	# optim-adagrad, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-gnn, arch-att, search-beam, search-viterbi, pre-glove, pre-skipthought, pre-elmo, task-lm, task-relation	0	Multi-Relational Script Learning for Discourse Relations	I-Ta Lee, Dan Goldwasser	https://www.aclweb.org/anthology/P19-1413.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-memo, struct-crf	0	Memory Consolidation for Contextual Spoken Language Understanding with Dialogue Logistic Inference	He Bai, Yu Zhou, Jiajun Zhang, Chengqing Zong	https://www.aclweb.org/anthology/P19-1541.pdf
2019	ACL	# optim-adam, reg-dropout, train-mll, arch-lstm, arch-copy, arch-coverage, task-condlm, task-seq2seq	2	Handling Divergent Reference Texts when Evaluating Table-to-Text Generation	Bhuwan Dhingra, Manaal Faruqui, Ankur Parikh, Ming-Wei Chang, Dipanjan Das, William Cohen	https://www.aclweb.org/anthology/P19-1483.pdf
2019	ACL	# train-augment, arch-rnn, arch-lstm, arch-bilstm, pre-bert, struct-hmm, adv-examp, adv-train, task-spanlab, task-lm, task-seq2seq	6	Combating Adversarial Misspellings with Robust Word Recognition	Danish Pruthi, Bhuwan Dhingra, Zachary C. Lipton	https://www.aclweb.org/anthology/P19-1561.pdf
2019	ACL	# train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-elmo, pre-bert, task-textclass, task-seqlab, task-lm, task-seq2seq	0	An Investigation of Transfer Learning-Based Sentiment Analysis in Japanese	Enkhbold Bataa, Joshua Wu	https://www.aclweb.org/anthology/P19-1458.pdf
2019	ACL	# optim-adam, reg-stopping, arch-lstm, arch-att, task-lm, task-seq2seq	4	Word-order Biases in Deep-agent Emergent Communication	Rahma Chaabouni, Eugene Kharitonov, Alessandro Lazaric, Emmanuel Dupoux, Marco Baroni	https://www.aclweb.org/anthology/P19-1509.pdf
2019	ACL	# optim-sgd, reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-att, arch-bilinear, comb-ensemble, struct-crf, struct-cfg, task-seqlab, task-relation	2	Sequence Labeling Parsing by Learning across Representations	Michalina Strzyz, David Vilares, Carlos Gómez-Rodríguez	https://www.aclweb.org/anthology/P19-1531.pdf
2019	ACL	# optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-att, loss-nce, task-lm, task-seq2seq	0	Learning from Omission	Bill McDowell, Noah Goodman	https://www.aclweb.org/anthology/P19-1059.pdf
2019	ACL	# optim-adam, arch-lstm, arch-att, arch-memo, task-tree	0	Interpretable Question Answering on Knowledge Bases and Text	Alona Sydorova, Nina Poerner, Benjamin Roth	https://www.aclweb.org/anthology/P19-1488.pdf
2019	ACL	# optim-adam, optim-adagrad, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-copy, arch-coverage, comb-ensemble, search-beam, task-lm, task-seq2seq	3	Data-to-text Generation with Entity Modeling	Ratish Puduppully, Li Dong, Mirella Lapata	https://www.aclweb.org/anthology/P19-1195.pdf
2019	ACL	# optim-adagrad, reg-dropout, norm-batch, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, task-lm, task-seq2seq	0	Training Hybrid Language Models by Marginalizing over Segmentations	Edouard Grave, Sainbayar Sukhbaatar, Piotr Bojanowski, Armand Joulin	https://www.aclweb.org/anthology/P19-1143.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, task-seqlab, task-relation	0	Deep Dominance - How to Properly Compare Deep Neural Models	Rotem Dror, Segev Shlomov, Roi Reichart	https://www.aclweb.org/anthology/P19-1266.pdf
2019	ACL	# optim-projection, train-mtl, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-coverage, pre-glove, struct-hmm, struct-crf, task-textclass, task-seqlab	0	A Joint Named-Entity Recognizer for Heterogeneous Tag-sets Using a Tag Hierarchy	Genady Beryozkin, Yoel Drori, Oren Gilon, Tzvika Hartman, Idan Szpektor	https://www.aclweb.org/anthology/P19-1014.pdf
2019	ACL	# optim-sgd, optim-adam, init-glorot, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-transformer, nondif-reinforce, task-relation, task-tree	0	AdaNSP: Uncertainty-driven Adaptive Decoding in Neural Semantic Parsing	Xiang Zhang, Shizhu He, Kang Liu, Jun Zhao	https://www.aclweb.org/anthology/P19-1418.pdf
2019	ACL	# optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-bilstm, arch-att, pre-word2vec	5	Are You Convinced? Choosing the More Convincing Evidence with a Siamese Network	Martin Gleize, Eyal Shnarch, Leshem Choshen, Lena Dankin, Guy Moshkowich, Ranit Aharonov, Noam Slonim	https://www.aclweb.org/anthology/P19-1093.pdf
2019	ACL	# optim-adam, reg-dropout, norm-layer, train-active, arch-lstm, arch-bilstm, arch-att, pre-glove, pre-elmo, pre-bert, struct-crf, task-lm	0	Learning Emphasis Selection for Written Text in Visual Media from Crowd-Sourced Label Distributions	Amirreza Shirani, Franck Dernoncourt, Paul Asente, Nedim Lipka, Seokhwan Kim, Jose Echevarria, Thamar Solorio	https://www.aclweb.org/anthology/P19-1112.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, train-mll, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-coverage, pre-glove, pre-skipthought, pre-elmo, pre-bert, adv-train, task-textpair, task-lm, task-cloze, task-relation	2	DisSent: Learning Sentence Representations from Explicit Discourse Relations	Allen Nie, Erin Bennett, Noah Goodman	https://www.aclweb.org/anthology/P19-1442.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, activ-tanh, arch-rnn, arch-lstm, arch-treelstm, arch-att, arch-copy, arch-coverage, search-beam, task-lm, task-seq2seq	0	Incorporating Linguistic Constraints into Keyphrase Generation	Jing Zhao, Yuxiang Zhang	https://www.aclweb.org/anthology/P19-1515.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, comb-ensemble, search-beam, task-lm, task-condlm	1	Generating Question Relevant Captions to Aid Visual Question Answering	Jialin Wu, Zeyuan Hu, Raymond Mooney	https://www.aclweb.org/anthology/P19-1348.pdf
2019	ACL	# optim-adam, reg-dropout, train-mll, arch-lstm, arch-bilstm, arch-coverage, arch-subword, task-textpair, task-condlm, task-seq2seq	1	Simple and Effective Paraphrastic Similarity from Parallel Translations	John Wieting, Kevin Gimpel, Graham Neubig, Taylor Berg-Kirkpatrick	https://www.aclweb.org/anthology/P19-1453.pdf
2019	ACL	# reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-transformer, comb-ensemble, pre-glove, pre-elmo, pre-bert, task-relation	8	Head-Driven Phrase Structure Grammar Parsing on Penn Treebank	Junru Zhou, Hai Zhao	https://www.aclweb.org/anthology/P19-1230.pdf
2019	ACL	# optim-sgd, reg-dropout, reg-labelsmooth, train-mtl, arch-rnn, arch-lstm, arch-att, arch-coverage, arch-transformer, comb-ensemble, search-beam, pre-bert, struct-cfg, task-textclass, task-lm, task-seq2seq, task-relation	1	Scalable Syntax-Aware Language Models Using Knowledge Distillation	Adhiguna Kuncoro, Chris Dyer, Laura Rimell, Stephen Clark, Phil Blunsom	https://www.aclweb.org/anthology/P19-1337.pdf
2019	ACL	# optim-adam, optim-projection, norm-gradient, train-mll, train-transfer, activ-relu, pool-max, arch-rnn, arch-lstm, arch-subword, comb-ensemble, pre-fasttext, pre-skipthought, latent-vae, task-textpair, task-lm, task-seq2seq, task-cloze	0	Exploiting Invertible Decoders for Unsupervised Sentence Representation Learning	Shuai Tang, Virginia R. de Sa	https://www.aclweb.org/anthology/P19-1397.pdf
2019	ACL	# optim-adam, reg-dropout, arch-lstm, arch-cnn, arch-att, arch-coverage, nondif-reinforce, task-seq2seq	1	DIAG-NRE: A Neural Pattern Diagnosis Framework for Distantly Supervised Neural Relation Extraction	Shun Zheng, Xu Han, Yankai Lin, Peilin Yu, Lu Chen, Ling Huang, Zhiyuan Liu, Wei Xu	https://www.aclweb.org/anthology/P19-1137.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, pre-bert, loss-nce, task-textclass, task-textpair	0	Matching Article Pairs with Graphical Decomposition and Convolutions	Bang Liu, Di Niu, Haojie Wei, Jinghong Lin, Yancheng He, Kunfeng Lai, Yu Xu	https://www.aclweb.org/anthology/P19-1632.pdf
2019	ACL	# optim-adam, optim-projection, arch-lstm, arch-att, arch-residual, arch-coverage, latent-vae, loss-nce, task-lm, task-seq2seq, task-lexicon	1	Neural Decipherment via Minimum-Cost Flow: From Ugaritic to Linear B	Jiaming Luo, Yuan Cao, Regina Barzilay	https://www.aclweb.org/anthology/P19-1303.pdf
2019	ACL	# optim-projection, reg-stopping, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, arch-subword, comb-ensemble, pre-fasttext, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon	3	Massively Multilingual Transfer for NER	Afshin Rahimi, Yuan Li, Trevor Cohn	https://www.aclweb.org/anthology/P19-1015.pdf
2019	ACL	# optim-sgd, train-mll, train-transfer, arch-lstm, search-viterbi, pre-fasttext, nondif-reinforce, task-lm, task-seq2seq, task-lexicon, task-alignment	0	MAAM: A Morphology-Aware Alignment Model for Unsupervised Bilingual Lexicon Induction	Pengcheng Yang, Fuli Luo, Peng Chen, Tianyu Liu, Xu Sun	https://www.aclweb.org/anthology/P19-1308.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-glove, task-textpair, task-lm, task-seq2seq	4	Multimodal Transformer for Unaligned Multimodal Language Sequences	Yao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang, J. Zico Kolter, Louis-Philippe Morency, Ruslan Salakhutdinov	https://www.aclweb.org/anthology/P19-1656.pdf
2019	ACL	# optim-sgd, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textpair, task-seqlab, task-seq2seq	0	End-to-End Sequential Metaphor Identification Inspired by Linguistic Theories	Rui Mao, Chenghua Lin, Frank Guerin	https://www.aclweb.org/anthology/P19-1378.pdf
2019	ACL	# arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, pre-elmo, task-seqlab, task-lm, task-tree	2	End-to-end Deep Reinforcement Learning Based Coreference Resolution	Hongliang Fei, Xu Li, Dingcheng Li, Ping Li	https://www.aclweb.org/anthology/P19-1064.pdf
2019	ACL	# optim-sgd, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, comb-ensemble, pre-skipthought, pre-bert, task-seqlab	0	Tree LSTMs with Convolution Units to Predict Stance and Rumor Veracity in Social Media Conversations	Sumeet Kumar, Kathleen Carley	https://www.aclweb.org/anthology/P19-1498.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, reg-decay, train-mtl, arch-lstm, arch-bilstm, arch-att, task-condlm, task-seq2seq	1	Storyboarding of Recipes: Grounded Contextual Generation	Khyathi Chandu, Eric Nyberg, Alan W Black	https://www.aclweb.org/anthology/P19-1606.pdf
2019	ACL	# optim-adam, reg-dropout, pool-max, arch-lstm, arch-bilstm, arch-treelstm, arch-att, arch-coverage, search-beam, search-viterbi, pre-elmo, struct-crf, task-seqlab, task-seq2seq, task-tree	0	Span-Level Model for Relation Extraction	Kalpit Dixit, Yaser Al-Onaizan	https://www.aclweb.org/anthology/P19-1525.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-coverage, comb-ensemble, search-viterbi, struct-crf, adv-train, task-textclass, task-seq2seq, task-relation	0	A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining	Shweta Yadav, Asif Ekbal, Sriparna Saha, Pushpak Bhattacharyya	https://www.aclweb.org/anthology/P19-1516.pdf
2019	ACL	# train-mll, pool-max, arch-lstm, arch-att, arch-memo, nondif-reinforce, adv-train, latent-vae, task-extractive, task-lm, task-seq2seq, task-cloze, task-context	1	Self-Supervised Dialogue Learning	Jiawei Wu, Xin Wang, William Yang Wang	https://www.aclweb.org/anthology/P19-1375.pdf
2019	ACL	# optim-sgd, reg-dropout, norm-gradient, arch-rnn, arch-lstm, arch-att, search-beam, pre-elmo, latent-vae, task-extractive, task-lm, task-seq2seq	1	Simple Unsupervised Summarization by Contextual Matching	Jiawei Zhou, Alexander Rush	https://www.aclweb.org/anthology/P19-1503.pdf
2019	ACL	# optim-adam, reg-stopping, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, latent-topic, task-seq2seq	0	Inducing Document Structure for Aspect-based Summarization	Lea Frermann, Alexandre Klementiev	https://www.aclweb.org/anthology/P19-1630.pdf
2019	ACL	# init-glorot, train-transfer, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-glove, loss-nce	0	Toward Comprehensive Understanding of a Sentiment Based on Human Motives	Naoki Otani, Eduard Hovy	https://www.aclweb.org/anthology/P19-1461.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-transformer, pre-bert, struct-crf, task-seq2seq	1	Dense Procedure Captioning in Narrated Instructional Videos	Botian Shi, Lei Ji, Yaobo Liang, Nan Duan, Peng Chen, Zhendong Niu, Ming Zhou	https://www.aclweb.org/anthology/P19-1641.pdf
2019	ACL	# train-mll, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, adv-train, task-seq2seq	0	Adversarial Domain Adaptation Using Artificial Titles for Abstractive Title Generation	Francine Chen, Yan-Ying Chen	https://www.aclweb.org/anthology/P19-1211.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, train-transfer, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-lm	0	Detecting Concealed Information in Text and Speech	Shengli Hu	https://www.aclweb.org/anthology/P19-1039.pdf
2019	ACL	# optim-sgd, optim-adadelta, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, task-condlm, task-seq2seq	0	Neural-based Chinese Idiom Recommendation for Enhancing Elegance in Essay Writing	Yuanchao Liu, Bo Pang, Bingquan Liu	https://www.aclweb.org/anthology/P19-1552.pdf
2019	ACL	# optim-adadelta, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, pre-word2vec, pre-glove	1	Divide, Conquer and Combine: Hierarchical Feature Fusion Network with Local and Global Perspectives for Multimodal Affective Computing	Sijie Mai, Haifeng Hu, Songlong Xing	https://www.aclweb.org/anthology/P19-1046.pdf
2019	ACL	# optim-adam, optim-amsgrad, optim-projection, reg-stopping, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-transformer, pre-skipthought, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-seq2seq, task-relation	0	Can You Tell Me How to Get Past Sesame Street? Sentence-Level Pretraining Beyond Language Modeling	Alex Wang, Jan Hula, Patrick Xia, Raghavendra Pappagari, R. Thomas McCoy, Roma Patel, Najoung Kim, Ian Tenney, Yinghui Huang, Katherin Yu, Shuning Jin, Berlin Chen, Benjamin Van Durme, Edouard Grave, Ellie Pavlick, Samuel R. Bowman	https://www.aclweb.org/anthology/P19-1439.pdf
2019	ACL	# optim-adam, arch-lstm, task-condlm	4	The PhotoBook Dataset: Building Common Ground through Visually-Grounded Dialogue	Janosch Haber, Tim Baumgärtner, Ece Takmaz, Lieke Gelderloos, Elia Bruni, Raquel Fernández	https://www.aclweb.org/anthology/P19-1184.pdf
2019	ACL	# train-mll, arch-lstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, loss-svd	1	Relational Word Embeddings	Jose Camacho-Collados, Luis Espinosa Anke, Steven Schockaert	https://www.aclweb.org/anthology/P19-1318.pdf
2019	ACL	# optim-adam, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, task-textpair	0	Predicting Human Activities from User-Generated Content	Steven Wilson, Rada Mihalcea	https://www.aclweb.org/anthology/P19-1245.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-fasttext, pre-glove, latent-vae, task-relation	1	An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis	Ruidan He, Wee Sun Lee, Hwee Tou Ng, Daniel Dahlmeier	https://www.aclweb.org/anthology/P19-1048.pdf
2019	ACL	# optim-adam, pool-max, arch-lstm, arch-gru, arch-att, arch-bilinear, pre-glove, pre-paravec, task-condlm, task-seq2seq	1	Improving Visual Question Answering by Referring to Generated Paragraph Captions	Hyounghun Kim, Mohit Bansal	https://www.aclweb.org/anthology/P19-1351.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, train-active, arch-rnn, arch-lstm, arch-bilstm, pre-fasttext, loss-nce, task-seqlab, task-relation	0	Analysis of Automatic Annotation Suggestions for Hard Discourse-Level Tasks in Expert Domains	Claudia Schulz, Christian M. Meyer, Jan Kiesewetter, Michael Sailer, Elisabeth Bauer, Martin R. Fischer, Frank Fischer, Iryna Gurevych	https://www.aclweb.org/anthology/P19-1265.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-viterbi, nondif-straightthrough, nondif-reinforce, latent-vae, task-textclass, task-textpair, task-lm	3	Interpretable Neural Predictions with Differentiable Binary Variables	Joost Bastings, Wilker Aziz, Ivan Titov	https://www.aclweb.org/anthology/P19-1284.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, pre-glove, task-seq2seq	3	Neural News Recommendation with Long- and Short-term User Representations	Mingxiao An, Fangzhao Wu, Chuhan Wu, Kun Zhang, Zheng Liu, Xing Xie	https://www.aclweb.org/anthology/P19-1033.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-gnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, arch-transformer, comb-ensemble, pre-fasttext, task-textclass, task-relation, task-graph	2	Graph-based Dependency Parsing with Graph Neural Networks	Tao Ji, Yuanbin Wu, Man Lan	https://www.aclweb.org/anthology/P19-1237.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-att, arch-selfatt, arch-coverage, latent-vae, task-textpair, task-lm, task-condlm, task-relation, task-tree	1	Learning Latent Trees with Stochastic Perturbations and Differentiable Dynamic Programming	Caio Corro, Ivan Titov	https://www.aclweb.org/anthology/P19-1551.pdf
2019	ACL	# optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-subword, pre-glove, struct-crf, task-seqlab	3	Joint Entity Extraction and Assertion Detection for Clinical Text	Parminder Bhatia, Busra Celikkaya, Mohammed Khalilia	https://www.aclweb.org/anthology/P19-1091.pdf
2019	ACL	# optim-adam, train-mtl, train-transfer, arch-lstm, arch-cnn, arch-att, arch-memo, struct-crf, task-textclass	3	Transfer Capsule Network for Aspect Level Sentiment Classification	Zhuang Chen, Tieyun Qian	https://www.aclweb.org/anthology/P19-1052.pdf
2019	ACL	# optim-adam, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, comb-ensemble, task-seq2seq, task-tree	0	Modeling Intra-Relation in Math Word Problems with Different Functional Multi-Head Attentions	Jierui Li, Lei Wang, Jipeng Zhang, Yan Wang, Bing Tian Dai, Dongxiang Zhang	https://www.aclweb.org/anthology/P19-1619.pdf
2019	ACL	# optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, arch-transformer, pre-glove, pre-bert, task-textclass, task-seqlab, task-seq2seq	4	DocRED: A Large-Scale Document-Level Relation Extraction Dataset	Yuan Yao, Deming Ye, Peng Li, Xu Han, Yankai Lin, Zhenghao Liu, Zhiyuan Liu, Lixin Huang, Jie Zhou, Maosong Sun	https://www.aclweb.org/anthology/P19-1074.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-bilstm, arch-treelstm, arch-att, pre-word2vec, pre-elmo, pre-bert, task-textpair, task-seq2seq, task-alignment	0	Putting Evaluation in Context: Contextual Embeddings Improve Machine Translation Evaluation	Nitika Mathur, Timothy Baldwin, Trevor Cohn	https://www.aclweb.org/anthology/P19-1269.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-att, pre-glove, loss-cca, task-seq2seq	0	Exploring Author Context for Detecting Intended vs Perceived Sarcasm	Silviu Oprea, Walid Magdy	https://www.aclweb.org/anthology/P19-1275.pdf
2019	ACL	# arch-lstm, arch-att	0	Psycholinguistics Meets Continual Learning: Measuring Catastrophic Forgetting in Visual Question Answering	Claudio Greco, Barbara Plank, Raquel Fernández, Raffaella Bernardi	https://www.aclweb.org/anthology/P19-1350.pdf
2019	ACL	# optim-adam, train-transfer, arch-lstm, arch-coverage, task-lm	1	How Large Are Lions? Inducing Distributions over Quantitative Attributes	Yanai Elazar, Abhijit Mahabal, Deepak Ramachandran, Tania Bedrax-Weiss, Dan Roth	https://www.aclweb.org/anthology/P19-1388.pdf
2019	ACL	# train-augment, arch-rnn, arch-lstm, arch-att, arch-bilinear, arch-coverage, search-beam, pre-glove	10	Stay on the Path: Instruction Fidelity in Vision-and-Language Navigation	Vihan Jain, Gabriel Magalhaes, Alexander Ku, Ashish Vaswani, Eugene Ie, Jason Baldridge	https://www.aclweb.org/anthology/P19-1181.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-bert, task-spanlab, task-seq2seq	0	Reading Turn by Turn: Hierarchical Attention Architecture for Spoken Dialogue Comprehension	Zhengyuan Liu, Nancy Chen	https://www.aclweb.org/anthology/P19-1543.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-att, arch-copy, pre-glove, task-condlm, task-seq2seq	2	Bridging by Word: Image Grounded Vocabulary Construction for Visual Captioning	Zhihao Fan, Zhongyu Wei, Siyuan Wang, Xuanjing Huang	https://www.aclweb.org/anthology/P19-1652.pdf
2019	ACL	# optim-adam, optim-projection, arch-rnn, arch-lstm, arch-subword, arch-transformer, pre-fasttext, pre-skipthought, pre-bert, struct-cfg, task-textpair, task-lm, task-tree	5	Correlating Neural and Symbolic Representations of Language	Grzegorz Chrupała, Afra Alishahi	https://www.aclweb.org/anthology/P19-1283.pdf
2019	ACL	# init-glorot, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-bilinear, pre-elmo, pre-bert, struct-crf, task-textclass	12	Joint Slot Filling and Intent Detection via Capsule Neural Networks	Chenwei Zhang, Yaliang Li, Nan Du, Wei Fan, Philip Yu	https://www.aclweb.org/anthology/P19-1519.pdf
2019	ACL	# optim-adam, arch-lstm, pre-bert, latent-vae, task-textpair, task-spanlab, task-lm, task-tree	5	Latent Retrieval for Weakly Supervised Open Domain Question Answering	Kenton Lee, Ming-Wei Chang, Kristina Toutanova	https://www.aclweb.org/anthology/P19-1612.pdf
2019	ACL	# arch-lstm, struct-crf, task-seqlab, task-seq2seq	0	Bayes Test of Precision, Recall, and F1 Measure for Comparison of Two Natural Language Processing Models	Ruibo Wang, Jihong Li	https://www.aclweb.org/anthology/P19-1405.pdf
2019	ACL	# arch-lstm, search-beam, latent-vae, task-lm, task-condlm	0	Know What You Don’t Know: Modeling a Pragmatic Speaker that Refers to Objects of Unknown Categories	Sina Zarrieß, David Schlangen	https://www.aclweb.org/anthology/P19-1063.pdf
2019	ACL	# train-mtl, pool-max, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, pre-fasttext, pre-bert, task-lm, task-seq2seq, task-relation	0	Empirical Linguistic Study of Sentence Embeddings	Katarzyna Krasnowska-Kieraś, Alina Wróblewska	https://www.aclweb.org/anthology/P19-1573.pdf
2019	ACL	# optim-adam, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-att, task-lm, task-seq2seq	1	Towards Fine-grained Text Sentiment Transfer	Fuli Luo, Peng Li, Pengcheng Yang, Jie Zhou, Yutong Tan, Baobao Chang, Zhifang Sui, Xu Sun	https://www.aclweb.org/anthology/P19-1194.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-bilstm, pre-elmo, task-lm	0	Putting Words in Context: LSTM Language Models and Lexical Ambiguity	Laura Aina, Kristina Gulordava, Gemma Boleda	https://www.aclweb.org/anthology/P19-1324.pdf
2019	ACL	# optim-sgd, optim-adam, reg-dropout, train-mll, arch-lstm, arch-att, arch-subword, pre-elmo, task-textpair, task-lm, task-seq2seq	0	Towards Language Agnostic Universal Representations	Armen Aghajanyan, Xia Song, Saurabh Tiwary	https://www.aclweb.org/anthology/P19-1395.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-relation	2	Multi-grained Named Entity Recognition	Congying Xia, Chenwei Zhang, Tao Yang, Yaliang Li, Nan Du, Xian Wu, Wei Fan, Fenglong Ma, Philip Yu	https://www.aclweb.org/anthology/P19-1138.pdf
2019	ACL	# optim-adam, init-glorot, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, loss-nce, task-seq2seq	0	Joint Effects of Context and User History for Predicting Online Conversation Re-entries	Xingshan Zeng, Jing Li, Lu Wang, Kam-Fai Wong	https://www.aclweb.org/anthology/P19-1270.pdf
2019	ACL	# optim-adam, optim-adagrad, reg-dropout, train-augment, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, search-beam, pre-glove, pre-bert, adv-examp, latent-vae, task-spanlab, task-seq2seq	3	Learning to Ask Unanswerable Questions for Machine Reading Comprehension	Haichao Zhu, Li Dong, Furu Wei, Wenhui Wang, Bing Qin, Ting Liu	https://www.aclweb.org/anthology/P19-1415.pdf
2019	ACL	# optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, comb-ensemble, search-greedy, task-textclass, task-lm, task-condlm, task-seq2seq	3	A Deep Reinforced Sequence-to-Set Model for Multi-Label Classification	Pengcheng Yang, Fuli Luo, Shuming Ma, Junyang Lin, Xu Sun	https://www.aclweb.org/anthology/P19-1518.pdf
2019	ACL	# optim-adam, optim-projection, train-mll, arch-lstm, arch-att, arch-selfatt, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, task-textclass, task-lm	9	Multilingual Constituency Parsing with Self-Attention and Pre-Training	Nikita Kitaev, Steven Cao, Dan Klein	https://www.aclweb.org/anthology/P19-1340.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, reg-patience, train-mll, arch-lstm, arch-subword, task-lm, task-seq2seq, task-relation	0	Better Character Language Modeling through Morphology	Terra Blevins, Luke Zettlemoyer	https://www.aclweb.org/anthology/P19-1156.pdf
2019	ACL	# optim-adam, reg-dropout, reg-labelsmooth, train-augment, arch-lstm, arch-att, arch-subword, arch-transformer, adv-examp, task-seq2seq	5	Robust Neural Machine Translation with Joint Textual and Phonetic Embedding	Hairong Liu, Mingbo Ma, Liang Huang, Hao Xiong, Zhongjun He	https://www.aclweb.org/anthology/P19-1291.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, struct-crf, task-textclass	0	Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes	Jie Cao, Michael Tanana, Zac Imel, Eric Poitras, David Atkins, Vivek Srikumar	https://www.aclweb.org/anthology/P19-1563.pdf
2019	ACL	# train-transfer, arch-rnn, arch-lstm, arch-att, search-beam, nondif-reinforce, loss-nce, task-seq2seq, task-tree	0	Unified Semantic Parsing with Weak Supervision	Priyanka Agrawal, Ayushi Dalmia, Parag Jain, Abhishek Bansal, Ashish Mittal, Karthik Sankaranarayanan	https://www.aclweb.org/anthology/P19-1473.pdf
2019	ACL	# optim-adam, arch-lstm, arch-att, pre-glove, task-textpair	0	Modeling Affirmative and Negated Action Processing in the Brain with Lexical and Compositional Semantic Models	Vesna Djokic, Jean Maillard, Luana Bulat, Ekaterina Shutova	https://www.aclweb.org/anthology/P19-1508.pdf
2019	ACL	# optim-projection, arch-lstm, arch-att, arch-selfatt, struct-crf, task-seqlab, task-relation	3	Crowdsourcing and Aggregating Nested Markable Annotations	Chris Madge, Juntao Yu, Jon Chamberlain, Udo Kruschwitz, Silviu Paun, Massimo Poesio	https://www.aclweb.org/anthology/P19-1077.pdf
2019	ACL	# optim-adam, reg-dropout, arch-lstm, arch-att, arch-residual, arch-gating, arch-subword, arch-transformer, comb-ensemble, search-beam, task-textclass, task-seq2seq	1	Depth Growing for Neural Machine Translation	Lijun Wu, Yiren Wang, Yingce Xia, Fei Tian, Fei Gao, Tao Qin, Jianhuang Lai, Tie-Yan Liu	https://www.aclweb.org/anthology/P19-1558.pdf
2019	ACL	# train-parallel, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, pre-word2vec, adv-train, latent-vae	2	Rhetorically Controlled Encoder-Decoder for Modern Chinese Poetry Generation	Zhiqiang Liu, Zuohui Fu, Jie Cao, Gerard de Melo, Yik-Cheung Tam, Cheng Niu, Jie Zhou	https://www.aclweb.org/anthology/P19-1192.pdf
2019	ACL	# optim-sgd, optim-adam, init-glorot, reg-dropout, arch-lstm, arch-att, arch-memo, pre-word2vec, latent-topic, task-textpair, task-seqlab, task-condlm	1	Aspect Sentiment Classification Towards Question-Answering with Reinforced Bidirectional Attention Network	Jingjing Wang, Changlong Sun, Shoushan Li, Xiaozhong Liu, Luo Si, Min Zhang, Guodong Zhou	https://www.aclweb.org/anthology/P19-1345.pdf
2019	ACL	# optim-adam, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-transformer, search-beam, pre-glove, pre-elmo, pre-bert, task-lm	1	Relating Simple Sentence Representations in Deep Neural Networks and the Brain	Sharmistha Jat, Hao Tang, Partha Talukdar, Tom Mitchell	https://www.aclweb.org/anthology/P19-1507.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-att, arch-residual, arch-memo, comb-ensemble, pre-glove, task-textpair, task-condlm, task-tree	2	Simple and Effective Text Matching with Richer Alignment Features	Runqi Yang, Jianhai Zhang, Xing Gao, Feng Ji, Haiqing Chen	https://www.aclweb.org/anthology/P19-1465.pdf
2019	ACL	# optim-sgd, arch-lstm, arch-att, arch-memo, nondif-reinforce, task-lm	2	What Should I Ask? Using Conversationally Informative Rewards for Goal-oriented Visual Dialog.	Pushkar Shukla, Carlos Elmadjian, Richika Sharan, Vivek Kulkarni, Matthew Turk, William Yang Wang	https://www.aclweb.org/anthology/P19-1646.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, reg-stopping, reg-patience, norm-gradient, arch-rnn, arch-lstm, arch-gcnn, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-transformer, comb-ensemble, pre-glove, task-tree	2	Inter-sentence Relation Extraction with Document-level Graph Convolutional Neural Network	Sunil Kumar Sahu, Fenia Christopoulou, Makoto Miwa, Sophia Ananiadou	https://www.aclweb.org/anthology/P19-1423.pdf
2019	ACL	# optim-adam, optim-projection, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-subword, comb-ensemble, search-beam, search-viterbi, pre-word2vec, pre-elmo, pre-bert, task-lm	0	Cross-Domain Generalization of Neural Constituency Parsers	Daniel Fried, Nikita Kitaev, Dan Klein	https://www.aclweb.org/anthology/P19-1031.pdf
2019	ACL	# init-glorot, train-transfer, train-active, arch-lstm	0	Budgeted Policy Learning for Task-Oriented Dialogue Systems	Zhirui Zhang, Xiujun Li, Jianfeng Gao, Enhong Chen	https://www.aclweb.org/anthology/P19-1364.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, reg-patience, train-mll, arch-rnn, arch-lstm	1	Using LSTMs to Assess the Obligatoriness of Phonological Distinctive Features for Phonotactic Learning	Nicole Mirea, Klinton Bicknell	https://www.aclweb.org/anthology/P19-1155.pdf
2019	ACL	# optim-adam, reg-dropout, norm-batch, norm-gradient, train-transfer, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-memo, comb-ensemble, pre-elmo, loss-cca, task-lm, task-seq2seq, task-alignment	1	Multimodal and Multi-view Models for Emotion Recognition	Gustavo Aguilar, Viktor Rozgic, Weiran Wang, Chao Wang	https://www.aclweb.org/anthology/P19-1095.pdf
2019	ACL	# optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, pre-glove, task-spanlab, task-seq2seq	0	Inferential Machine Comprehension: Answering Questions by Recursively Deducing the Evidence Chain from Text	Jianxing Yu, Zhengjun Zha, Jian Yin	https://www.aclweb.org/anthology/P19-1217.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-bilinear, pre-glove, task-spanlab	0	Textbook Question Answering with Multi-modal Context Graph Understanding and Self-supervised Open-set Comprehension	Daesik Kim, Seonhoon Kim, Nojun Kwak	https://www.aclweb.org/anthology/P19-1347.pdf
2019	ACL	# optim-adam, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, pre-elmo, pre-bert, loss-margin, task-spanlab, task-lm	2	Enhancing Pre-Trained Language Representations with Rich Knowledge for Machine Reading Comprehension	An Yang, Quan Wang, Jing Liu, Kai Liu, Yajuan Lyu, Hua Wu, Qiaoqiao She, Sujian Li	https://www.aclweb.org/anthology/P19-1226.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-att, arch-transformer, search-beam, pre-glove, pre-bert, task-lm, task-condlm, task-seq2seq	1	Comparison of Diverse Decoding Methods from Conditional Language Models	Daphne Ippolito, Reno Kriz, Joao Sedoc, Maria Kustikova, Chris Callison-Burch	https://www.aclweb.org/anthology/P19-1365.pdf
2019	ACL	# optim-adam, reg-dropout, train-transfer, train-active, arch-rnn, arch-lstm, arch-gru, arch-att, pre-glove, task-seq2seq, meta-init	5	Domain Adaptive Dialog Generation via Meta Learning	Kun Qian, Zhou Yu	https://www.aclweb.org/anthology/P19-1253.pdf
2019	ACL	# optim-adam, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-coverage, arch-subword, task-lm	3	Meaning to Form: Measuring Systematicity as Information	Tiago Pimentel, Arya D. McCarthy, Damian Blasi, Brian Roark, Ryan Cotterell	https://www.aclweb.org/anthology/P19-1171.pdf
2019	ACL	# optim-adam, reg-dropout, train-augment, arch-lstm, arch-att, arch-copy, pre-bert, struct-cfg, task-seq2seq, task-tree	4	Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation	Jiaqi Guo, Zecheng Zhan, Yan Gao, Yan Xiao, Jian-Guang Lou, Ting Liu, Dongmei Zhang	https://www.aclweb.org/anthology/P19-1444.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, comb-ensemble, search-beam, task-lm, task-condlm, task-seq2seq	5	Sparse Sequence-to-Sequence Models	Ben Peters, Vlad Niculae, André F. T. Martins	https://www.aclweb.org/anthology/P19-1146.pdf
2019	ACL	# optim-adam, arch-lstm, arch-bilstm	1	Manipulating the Difficulty of C-Tests	Ji-Ung Lee, Erik Schwan, Christian M. Meyer	https://www.aclweb.org/anthology/P19-1035.pdf
2019	ACL	# optim-sgd, optim-adam, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-transformer, struct-cfg, adv-train, task-lm, task-seq2seq, task-relation, task-tree	0	Language Modeling with Shared Grammar	Yuyu Zhang, Le Song	https://www.aclweb.org/anthology/P19-1437.pdf
2019	ACL	# arch-lstm, arch-att, pre-elmo, pre-bert, task-lm	2	Does it Make Sense? And Why? A Pilot Study for Sense Making and Explanation	Cunxiang Wang, Shuailong Liang, Yue Zhang, Xiaonan Li, Tian Gao	https://www.aclweb.org/anthology/P19-1393.pdf
2019	ACL	# reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, arch-subword, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq	10	Is Word Segmentation Necessary for Deep Learning of Chinese Representations?	Xiaoya Li, Yuxian Meng, Xiaofei Sun, Qinghong Han, Arianna Yuan, Jiwei Li	https://www.aclweb.org/anthology/P19-1314.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, task-textclass, task-extractive, task-lm, task-seq2seq	4	Multi-News: A Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Model	Alexander Fabbri, Irene Li, Tianwei She, Suyi Li, Dragomir Radev	https://www.aclweb.org/anthology/P19-1102.pdf
2019	ACL	# optim-adam, arch-lstm, pre-glove, struct-crf, task-textpair	14	A Large-Scale Corpus for Conversation Disentanglement	Jonathan K. Kummerfeld, Sai R. Gouravajhala, Joseph J. Peper, Vignesh Athreya, Chulaka Gunasekara, Jatin Ganhotra, Siva Sankalp Patel, Lazaros C Polymenakos, Walter Lasecki	https://www.aclweb.org/anthology/P19-1374.pdf
2019	ACL	# optim-adam, optim-adadelta, optim-projection, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, pre-glove, task-spanlab, task-condlm	3	Simple and Effective Curriculum Pointer-Generator Networks for Reading Comprehension over Long Narratives	Yi Tay, Shuohang Wang, Anh Tuan Luu, Jie Fu, Minh C. Phan, Xingdi Yuan, Jinfeng Rao, Siu Cheung Hui, Aston Zhang	https://www.aclweb.org/anthology/P19-1486.pdf
2019	ACL	# train-mtl, pool-max, arch-lstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-coverage, pre-fasttext, pre-glove, adv-examp, task-textclass, task-textpair, task-lm, task-tree	10	Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications	Wei Zhao, Haiyun Peng, Steffen Eger, Erik Cambria, Min Yang	https://www.aclweb.org/anthology/P19-1150.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, search-viterbi, struct-crf, latent-vae, loss-nce, task-relation, task-tree	1	Enhancing Unsupervised Generative Dependency Parser with Contextual Information	Wenjuan Han, Yong Jiang, Kewei Tu	https://www.aclweb.org/anthology/P19-1526.pdf
2019	ACL	# optim-adam, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-glove, pre-skipthought, task-textclass	0	Encoding Social Information with Graph Convolutional Networks forPolitical Perspective Detection in News Media	Chang Li, Dan Goldwasser	https://www.aclweb.org/anthology/P19-1247.pdf
2019	ACL	# optim-sgd, optim-adam, optim-projection, reg-stopping, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-fasttext, nondif-reinforce, task-textclass, task-lm, task-condlm, task-relation	2	Visually Grounded Neural Syntax Acquisition	Haoyue Shi, Jiayuan Mao, Kevin Gimpel, Karen Livescu	https://www.aclweb.org/anthology/P19-1180.pdf
2019	ACL	# optim-adam, optim-projection, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, pre-glove, pre-elmo, latent-topic, task-textclass	9	The Risk of Racial Bias in Hate Speech Detection	Maarten Sap, Dallas Card, Saadia Gabriel, Yejin Choi, Noah A. Smith	https://www.aclweb.org/anthology/P19-1163.pdf
2019	ACL	# reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, task-seq2seq	1	CNNs found to jump around more skillfully than RNNs: Compositional Generalization in Seq2seq Convolutional Networks	Roberto Dessì, Marco Baroni	https://www.aclweb.org/anthology/P19-1381.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-elmo, loss-svd, task-textclass, task-textpair, task-lm, task-seq2seq, meta-arch	1	Continual and Multi-Task Architecture Search	Ramakanth Pasunuru, Mohit Bansal	https://www.aclweb.org/anthology/P19-1185.pdf
2019	ACL	# optim-sgd, optim-adam, reg-dropout, reg-stopping, train-mtl, arch-rnn, arch-lstm, arch-att, nondif-reinforce, task-seq2seq	0	Historical Text Normalization with Delayed Rewards	Simon Flachs, Marcel Bollmann, Anders Søgaard	https://www.aclweb.org/anthology/P19-1157.pdf
2019	ACL	# init-glorot, train-transfer, arch-lstm, arch-att, arch-coverage, arch-transformer, pre-glove, pre-elmo, pre-bert, adv-train, latent-topic, task-textclass, task-lm	1	Zero-Shot Entity Linking by Reading Entity Descriptions	Lajanugen Logeswaran, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Jacob Devlin, Honglak Lee	https://www.aclweb.org/anthology/P19-1335.pdf
2019	ACL	# reg-dropout, arch-rnn, arch-lstm, arch-cnn, pre-glove, pre-elmo, task-lm, task-relation	0	Identifying Visible Actions in Lifestyle Vlogs	Oana Ignat, Laura Burdick, Jia Deng, Rada Mihalcea	https://www.aclweb.org/anthology/P19-1643.pdf
2019	ACL	# optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, struct-crf, latent-topic, loss-nce, task-textpair, task-seqlab, task-lm	1	Deep Neural Model Inspection and Comparison via Functional Neuron Pathways	James Fiacco, Samridhi Choudhary, Carolyn Rose	https://www.aclweb.org/anthology/P19-1575.pdf
2019	ACL	# optim-adam, train-transfer, arch-lstm, arch-treelstm, arch-bilinear, arch-coverage, search-viterbi, pre-glove, pre-elmo, task-textpair, task-relation, task-tree	0	Automatic Generation of High Quality CCGbanks for Parser Domain Adaptation	Masashi Yoshikawa, Hiroshi Noji, Koji Mineshima, Daisuke Bekki	https://www.aclweb.org/anthology/P19-1013.pdf
2019	ACL	# optim-adadelta, train-mll, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, comb-ensemble, pre-word2vec, pre-elmo, adv-train, task-lm, task-seq2seq	0	Distilling Discrimination and Generalization Knowledge for Event Detection via Delta-Representation Learning	Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun	https://www.aclweb.org/anthology/P19-1429.pdf
2019	ACL	# optim-adam, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, comb-ensemble, pre-glove, task-textclass, task-condlm, task-seq2seq	10	Multi-step Reasoning via Recurrent Dual Attention for Visual Dialog	Zhe Gan, Yu Cheng, Ahmed Kholy, Linjie Li, Jingjing Liu, Jianfeng Gao	https://www.aclweb.org/anthology/P19-1648.pdf
2019	ACL	# optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-cnn, pre-glove, task-seqlab	0	Automatically Identifying Complaints in Social Media	Daniel Preoţiuc-Pietro, Mihaela Gaman, Nikolaos Aletras	https://www.aclweb.org/anthology/P19-1495.pdf
2019	ACL	# optim-adam, reg-dropout, reg-decay, norm-batch, norm-gradient, train-mtl, activ-relu, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, arch-transformer, pre-fasttext, task-textclass, task-lm	1	#YouToo? Detection of Personal Recollections of Sexual Harassment on Social Media	Arijit Ghosh Chowdhury, Ramit Sawhney, Rajiv Ratn Shah, Debanjan Mahata	https://www.aclweb.org/anthology/P19-1241.pdf
2019	ACL	# optim-sgd, optim-adam, optim-projection, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-fasttext, pre-bert, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, meta-init	1	Few-Shot Representation Learning for Out-Of-Vocabulary Words	Ziniu Hu, Ting Chen, Kai-Wei Chang, Yizhou Sun	https://www.aclweb.org/anthology/P19-1402.pdf
2019	ACL	# reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-subword, comb-ensemble, pre-fasttext, pre-glove, struct-crf, adv-train, task-seqlab	1	Adversarial Learning of Privacy-Preserving Text Representations for De-Identification of Medical Records	Max Friedrich, Arne Köhn, Gregor Wiedemann, Chris Biemann	https://www.aclweb.org/anthology/P19-1584.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, comb-ensemble, pre-elmo, pre-bert, task-seqlab, task-spanlab, task-seq2seq	0	MCˆ2: Multi-perspective Convolutional Cube for Conversational Machine Reading Comprehension	Xuanyu Zhang	https://www.aclweb.org/anthology/P19-1622.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-att, task-textclass, task-seqlab	0	You Write like You Eat: Stylistic Variation as a Predictor of Social Stratification	Angelo Basile, Albert Gatt, Malvina Nissim	https://www.aclweb.org/anthology/P19-1246.pdf
2019	ACL	# reg-dropout, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-subword, latent-topic, task-textclass	0	Topic Tensor Network for Implicit Discourse Relation Recognition in Chinese	Sheng Xu, Peifeng Li, Fang Kong, Qiaoming Zhu, Guodong Zhou	https://www.aclweb.org/anthology/P19-1058.pdf
2019	ACL	# train-mtl, arch-rnn, arch-lstm, arch-att, arch-transformer, search-beam, pre-bert, task-seq2seq	1	Ranking Generated Summaries by Correctness: An Interesting but Challenging Application for Natural Language Inference	Tobias Falke, Leonardo F. R. Ribeiro, Prasetya Ajie Utama, Ido Dagan, Iryna Gurevych	https://www.aclweb.org/anthology/P19-1213.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, train-mll, train-transfer, arch-lstm, arch-memo, pre-glove, latent-topic, task-lm, task-alignment	1	Towards Automating Healthcare Question Answering in a Noisy Multilingual Low-Resource Setting	Jeanne E. Daniel, Willie Brink, Ryan Eloff, Charles Copley	https://www.aclweb.org/anthology/P19-1090.pdf
2019	ACL	# train-augment, arch-lstm, arch-att, arch-transformer, task-lm, task-condlm, task-seq2seq	1	Visual Story Post-Editing	Ting-Yao Hsu, Chieh-Yang Huang, Yen-Chia Hsu, Ting-Hao Huang	https://www.aclweb.org/anthology/P19-1658.pdf
2019	ACL	# optim-adagrad, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-coverage, search-beam, task-seq2seq	0	On the Summarization of Consumer Health Questions	Asma Ben Abacha, Dina Demner-Fushman	https://www.aclweb.org/anthology/P19-1215.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert, adv-examp, task-textclass, task-seq2seq	2	On the Robustness of Self-Attentive Models	Yu-Lun Hsieh, Minhao Cheng, Da-Cheng Juan, Wei Wei, Wen-Lian Hsu, Cho-Jui Hsieh	https://www.aclweb.org/anthology/P19-1147.pdf
2019	ACL	# optim-sgd, optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-cnn, arch-att, task-textclass, task-seqlab, task-lm	0	On-device Structured and Context Partitioned Projection Networks	Sujith Ravi, Zornitsa Kozareva	https://www.aclweb.org/anthology/P19-1368.pdf
2019	ACL	# optim-adam, optim-projection, arch-lstm, arch-bilstm, arch-att, task-lm, task-condlm	3	CoDraw: Collaborative Drawing as a Testbed for Grounded Goal-driven Communication	Jin-Hwa Kim, Nikita Kitaev, Xinlei Chen, Marcus Rohrbach, Byoung-Tak Zhang, Yuandong Tian, Dhruv Batra, Devi Parikh	https://www.aclweb.org/anthology/P19-1651.pdf
2019	ACL	# arch-lstm, arch-coverage, struct-cfg, task-relation, task-tree, task-graph	0	Semantic Expressive Capacity with Bounded Memory	Antoine Venant, Alexander Koller	https://www.aclweb.org/anthology/P19-1008.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-bert, struct-crf, latent-topic, task-seq2seq	3	Open-Domain Targeted Sentiment Analysis via Span-Based Extraction and Classification	Minghao Hu, Yuxing Peng, Zhen Huang, Dongsheng Li, Yiwei Lv	https://www.aclweb.org/anthology/P19-1051.pdf
2019	ACL	# optim-adam, optim-amsgrad, init-glorot, pool-max, arch-rnn, arch-lstm, arch-att, arch-memo, arch-copy, task-lm, task-seq2seq	0	Learning to Select, Track, and Generate for Data-to-Text	Hayate Iso, Yui Uehara, Tatsuya Ishigaki, Hiroshi Noji, Eiji Aramaki, Ichiro Kobayashi, Yusuke Miyao, Naoaki Okazaki, Hiroya Takamura	https://www.aclweb.org/anthology/P19-1202.pdf
2019	ACL	# optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-copy, search-greedy, task-seq2seq, task-tree	16	Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems	Chien-Sheng Wu, Andrea Madotto, Ehsan Hosseini-Asl, Caiming Xiong, Richard Socher, Pascale Fung	https://www.aclweb.org/anthology/P19-1078.pdf
2019	ACL	# optim-adadelta, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-gating, search-beam, search-viterbi, pre-elmo	0	Improving Open Information Extraction via Iterative Rank-Aware Learning	Zhengbao Jiang, Pengcheng Yin, Graham Neubig	https://www.aclweb.org/anthology/P19-1523.pdf
2019	ACL	# optim-adam, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-fasttext, adv-train, task-textclass, task-seqlab, task-lm	0	Neural Temporality Adaptation for Document Classification: Diachronic Word Embeddings and Domain Adaptation Models	Xiaolei Huang, Michael J. Paul	https://www.aclweb.org/anthology/P19-1403.pdf
2019	ACL	# optim-adam, optim-projection, init-glorot, pool-max, arch-lstm, arch-att, arch-coverage, pre-fasttext, pre-skipthought, latent-vae, loss-svd, task-textclass, task-textpair, task-lm, task-seq2seq	1	Learning Compressed Sentence Representations for On-Device Text Processing	Dinghan Shen, Pengyu Cheng, Dhanasekar Sundararaman, Xinyuan Zhang, Qian Yang, Meng Tang, Asli Celikyilmaz, Lawrence Carin	https://www.aclweb.org/anthology/P19-1011.pdf
2019	ACL	# optim-adam, reg-dropout, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-word2vec, pre-glove, task-textclass	2	From Surrogacy to Adoption; From Bitcoin to Cryptocurrency: Debate Topic Expansion	Roy Bar-Haim, Dalia Krieger, Orith Toledo-Ronen, Lilach Edelstein, Yonatan Bilu, Alon Halfon, Yoav Katz, Amir Menczel, Ranit Aharonov, Noam Slonim	https://www.aclweb.org/anthology/P19-1094.pdf
2019	ACL	# optim-adam, reg-dropout, reg-labelsmooth, arch-lstm, arch-att, arch-selfatt, arch-memo, arch-coverage, comb-ensemble, pre-glove, task-tree	0	Improving Question Answering over Incomplete KBs with Knowledge-Aware Reader	Wenhan Xiong, Mo Yu, Shiyu Chang, Xiaoxiao Guo, William Yang Wang	https://www.aclweb.org/anthology/P19-1417.pdf
2019	ACL	# reg-dropout, train-transfer, train-active, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, task-textclass, task-seqlab	1	The Language of Legal and Illegal Activity on the Darknet	Leshem Choshen, Dan Eldad, Daniel Hershcovich, Elior Sulem, Omri Abend	https://www.aclweb.org/anthology/P19-1419.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-att, search-beam, pre-word2vec, adv-train, latent-vae, task-lm, task-condlm, task-seq2seq	3	Retrieval-Enhanced Adversarial Training for Neural Response Generation	Qingfu Zhu, Lei Cui, Wei-Nan Zhang, Furu Wei, Ting Liu	https://www.aclweb.org/anthology/P19-1366.pdf
2019	ACL	# optim-adam, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seqlab, task-seq2seq	4	Assessing the Ability of Self-Attention Networks to Learn Word Order	Baosong Yang, Longyue Wang, Derek F. Wong, Lidia S. Chao, Zhaopeng Tu	https://www.aclweb.org/anthology/P19-1354.pdf
2019	ACL	# optim-adam, reg-dropout, train-transfer, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, pre-elmo, pre-bert, adv-train, task-textclass, task-lm, task-seq2seq, task-relation	2	Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction	Christoph Alt, Marc Hübner, Leonhard Hennig	https://www.aclweb.org/anthology/P19-1134.pdf
2019	ACL	# optim-adam, optim-projection, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm	20	What Does BERT Learn about the Structure of Language?	Ganesh Jawahar, Benoît Sagot, Djamé Seddah	https://www.aclweb.org/anthology/P19-1356.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-transformer, search-viterbi, pre-skipthought, pre-bert, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq	2	Extracting Symptoms and their Status from Clinical Conversations	Nan Du, Kai Chen, Anjuli Kannan, Linh Tran, Yuhui Chen, Izhak Shafran	https://www.aclweb.org/anthology/P19-1087.pdf
2019	ACL	# optim-sgd, optim-adam, optim-projection, arch-lstm, arch-treelstm, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seqlab, task-lm, task-seq2seq	5	Lattice Transformer for Speech Translation	Pei Zhang, Niyu Ge, Boxing Chen, Kai Fan	https://www.aclweb.org/anthology/P19-1649.pdf
2019	ACL	# optim-sgd, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, search-beam, adv-examp, task-lm, task-condlm, task-seq2seq	1	TIGS: An Inference Algorithm for Text Infilling with Gradient Search	Dayiheng Liu, Jie Fu, Pengfei Liu, Jiancheng Lv	https://www.aclweb.org/anthology/P19-1406.pdf
2019	ACL	# optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass	1	Persuasion for Good: Towards a Personalized Persuasive Dialogue System for Social Good	Xuewei Wang, Weiyan Shi, Richard Kim, Yoojung Oh, Sijia Yang, Jingwen Zhang, Zhou Yu	https://www.aclweb.org/anthology/P19-1566.pdf
2019	ACL	# init-glorot, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, task-relation	0	Embedding Time Expressions for Deep Temporal Ordering Models	Tanya Goyal, Greg Durrett	https://www.aclweb.org/anthology/P19-1433.pdf
2019	ACL	# optim-adam, train-active, arch-lstm, struct-crf	0	Dataset Creation for Ranking Constructive News Comments	Soichiro Fujita, Hayato Kobayashi, Manabu Okumura	https://www.aclweb.org/anthology/P19-1250.pdf
2019	ACL	# reg-dropout, norm-batch, norm-gradient, activ-relu, arch-rnn, arch-lstm, arch-gcnn, arch-att, arch-selfatt, arch-transformer, task-lm, task-seq2seq, meta-arch	194	Transformer-XL: Attentive Language Models beyond a Fixed-Length Context	Zihang Dai, Zhilin Yang, Yiming Yang, Jaime Carbonell, Quoc Le, Ruslan Salakhutdinov	https://www.aclweb.org/anthology/P19-1285.pdf
2019	ACL	# optim-adam, reg-stopping, pool-max, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, task-condlm, task-seq2seq	1	Constructing Interpretive Spatio-Temporal Features for Multi-Turn Responses Selection	Junyu Lu, Chenbin Zhang, Zeying Xie, Guang Ling, Tom Chao Zhou, Zenglin Xu	https://www.aclweb.org/anthology/P19-1006.pdf
2019	ACL	# optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, comb-ensemble, search-beam, search-viterbi, pre-glove, loss-nce, task-seq2seq, task-graph	5	Constrained Decoding for Neural NLG from Compositional Representations in Task-Oriented Dialogue	Anusha Balakrishnan, Jinfeng Rao, Kartikeya Upasani, Michael White, Rajen Subba	https://www.aclweb.org/anthology/P19-1080.pdf
2019	ACL	# reg-dropout, norm-layer, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, search-beam, adv-train, task-seq2seq	0	Reference Network for Neural Machine Translation	Han Fu, Chenghao Liu, Jianling Sun	https://www.aclweb.org/anthology/P19-1287.pdf
2019	ACL	# train-mll, pool-max, arch-lstm, arch-att, arch-copy, arch-coverage, comb-ensemble, task-textpair, task-extractive, task-seq2seq	3	Improving the Similarity Measure of Determinantal Point Processes for Extractive Multi-Document Summarization	Sangwoo Cho, Logan Lebanoff, Hassan Foroosh, Fei Liu	https://www.aclweb.org/anthology/P19-1098.pdf
2019	ACL	# optim-adam, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, struct-crf, loss-nce, task-textpair, task-seq2seq	1	Optimal Transport-based Alignment of Learned Character Representations for String Similarity	Derek Tam, Nicholas Monath, Ari Kobren, Aaron Traylor, Rajarshi Das, Andrew McCallum	https://www.aclweb.org/anthology/P19-1592.pdf
2019	ACL	# optim-adam, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-bert, struct-crf, task-seqlab, task-seq2seq	0	Scaling up Open Tagging from Tens to Thousands: Comprehension Empowered Attribute Value Extraction from Product Title	Huimin Xu, Wenting Wang, Xin Mao, Xinyu Jiang, Man Lan	https://www.aclweb.org/anthology/P19-1514.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-subword, task-seqlab, task-lm, task-condlm	1	Learning to Discover, Ground and Use Words with Segmental Neural Language Models	Kazuya Kawakami, Chris Dyer, Phil Blunsom	https://www.aclweb.org/anthology/P19-1645.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-coverage, arch-energy, comb-ensemble, search-beam, task-seq2seq, task-relation, task-tree	2	Multi-Task Semantic Dependency Parsing with Policy Gradient for Learning Easy-First Strategies	Shuhei Kurita, Anders Søgaard	https://www.aclweb.org/anthology/P19-1232.pdf
2019	ACL	# optim-sgd, optim-adam, arch-lstm, arch-cnn, arch-att, arch-memo	0	Quantifying Similarity between Relations with Fact Distribution	Weize Chen, Hao Zhu, Xu Han, Zhiyuan Liu, Maosong Sun	https://www.aclweb.org/anthology/P19-1278.pdf
2019	ACL	# optim-sgd, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, search-beam, task-seqlab, task-lm, task-condlm, task-seq2seq, task-relation	0	Generating Responses with a Specific Emotion in Dialog	Zhenqiao Song, Xiaoqing Zheng, Lu Liu, Mu Xu, Xuanjing Huang	https://www.aclweb.org/anthology/P19-1359.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, train-transfer, train-active, arch-rnn, arch-lstm, arch-att, arch-subword, search-beam, task-seq2seq	0	Self-Regulated Interactive Sequence-to-Sequence Learning	Julia Kreutzer, Stefan Riezler	https://www.aclweb.org/anthology/P19-1029.pdf
2019	ACL	# optim-adam, reg-dropout, train-mll, arch-lstm, arch-cnn, arch-att, arch-coverage, arch-transformer, search-beam, loss-margin, task-seq2seq	4	Neural Relation Extraction for Knowledge Base Enrichment	Bayu Distiawan Trisedya, Gerhard Weikum, Jianzhong Qi, Rui Zhang	https://www.aclweb.org/anthology/P19-1023.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-beam, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, nondif-reinforce, task-extractive, task-lm, task-condlm, task-seq2seq, task-lexicon	2	Sentence Mover’s Similarity: Automatic Evaluation for Multi-Sentence Texts	Elizabeth Clark, Asli Celikyilmaz, Noah A. Smith	https://www.aclweb.org/anthology/P19-1264.pdf
2019	ACL	# optim-adam, train-transfer, train-augment, arch-rnn, arch-lstm, arch-att, arch-copy, search-beam, task-lm, task-seq2seq, task-tree	1	Semantic Parsing with Dual Learning	Ruisheng Cao, Su Zhu, Chen Liu, Jieyu Li, Kai Yu	https://www.aclweb.org/anthology/P19-1007.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-gating, arch-memo, arch-coverage, pre-word2vec, adv-train, latent-vae, task-seq2seq	0	Enhancing Topic-to-Essay Generation with External Commonsense Knowledge	Pengcheng Yang, Lei Li, Fuli Luo, Tianyu Liu, Xu Sun	https://www.aclweb.org/anthology/P19-1193.pdf
2019	ACL	# optim-adam, arch-lstm, arch-bilstm, struct-crf, loss-nce, task-seqlab, task-lexicon	0	NNE: A Dataset for Nested Named Entity Recognition in English Newswire	Nicky Ringland, Xiang Dai, Ben Hachey, Sarvnaz Karimi, Cecile Paris, James R. Curran	https://www.aclweb.org/anthology/P19-1510.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, comb-ensemble, search-beam, task-lm, task-condlm, task-seq2seq	2	Exact Hard Monotonic Attention for Character-Level Transduction	Shijie Wu, Ryan Cotterell	https://www.aclweb.org/anthology/P19-1148.pdf
2019	ACL	# reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, adv-train, task-seqlab	0	Exploiting Entity BIO Tag Embeddings and Multi-task Learning for Relation Extraction with Imbalanced Data	Wei Ye, Bo Li, Rui Xie, Zhonghao Sheng, Long Chen, Shikun Zhang	https://www.aclweb.org/anthology/P19-1130.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, norm-gradient, train-mtl, train-mll, pool-max, pool-mean, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, search-beam, search-viterbi, pre-glove, pre-bert, struct-crf, task-seqlab, task-lm	3	GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence Labeling	Yijin Liu, Fandong Meng, Jinchao Zhang, Jinan Xu, Yufeng Chen, Jie Zhou	https://www.aclweb.org/anthology/P19-1233.pdf
2019	ACL	# optim-adam, train-mtl, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-coverage, arch-transformer, comb-ensemble, search-beam, pre-bert, task-textpair, task-extractive, task-spanlab, task-lm, task-seq2seq	4	Answering while Summarizing: Multi-task Learning for Multi-hop QA with Evidence Extraction	Kosuke Nishida, Kyosuke Nishida, Masaaki Nagata, Atsushi Otsuka, Itsumi Saito, Hisako Asano, Junji Tomita	https://www.aclweb.org/anthology/P19-1225.pdf
2019	ACL	# optim-adam, reg-dropout, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-glove, task-spanlab, task-seq2seq	2	Explicit Utilization of General Knowledge in Machine Reading Comprehension	Chao Wang, Hui Jiang	https://www.aclweb.org/anthology/P19-1219.pdf
2019	ACL	# optim-adam, arch-lstm, arch-att, arch-coverage, comb-ensemble, latent-vae, task-relation	0	Data Programming for Learning Discourse Structure	Sonia Badene, Kate Thompson, Jean-Pierre Lorré, Nicholas Asher	https://www.aclweb.org/anthology/P19-1061.pdf
2019	ACL	# optim-adam, reg-dropout, arch-lstm, comb-ensemble, pre-glove, latent-topic, task-condlm	1	Categorizing and Inferring the Relationship between the Text and Image of Twitter Posts	Alakananda Vempala, Daniel Preoţiuc-Pietro	https://www.aclweb.org/anthology/P19-1272.pdf
2019	ACL	# reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, pre-word2vec, task-textclass, task-seqlab, task-seq2seq	0	Rumor Detection by Exploiting User Credibility Information, Attention and Multi-task Learning	Quanzhi Li, Qiong Zhang, Luo Si	https://www.aclweb.org/anthology/P19-1113.pdf
2019	ACL	# reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-transformer, comb-ensemble, pre-word2vec, task-seqlab, task-lm, task-seq2seq, task-relation	4	Open Vocabulary Learning for Neural Chinese Pinyin IME	Zhuosheng Zhang, Yafang Huang, Hai Zhao	https://www.aclweb.org/anthology/P19-1154.pdf
2019	ACL	# optim-adam, optim-amsgrad, init-glorot, reg-dropout, reg-norm, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-glove, struct-crf, task-relation, task-tree	1	Second-Order Semantic Dependency Parsing with End-to-End Neural Networks	Xinyu Wang, Jingxian Huang, Kewei Tu	https://www.aclweb.org/anthology/P19-1454.pdf
2019	ACL	# train-mtl, arch-rnn, arch-lstm, arch-att, arch-copy, task-lm, task-seq2seq	0	Automated Chess Commentator Powered by Neural Chess Engine	Hongyu Zang, Zhiwei Yu, Xiaojun Wan	https://www.aclweb.org/anthology/P19-1597.pdf
2019	ACL	# train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, pre-glove, adv-examp, adv-train, task-textclass	68	Generating Natural Language Adversarial Examples through Probability Weighted Word Saliency	Shuhuai Ren, Yihe Deng, Kun He, Wanxiang Che	https://www.aclweb.org/anthology/P19-1103.pdf
2019	ACL	# optim-adam, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, comb-ensemble, search-beam, task-condlm, task-seq2seq	1	Negative Lexically Constrained Decoding for Paraphrase Generation	Tomoyuki Kajiwara	https://www.aclweb.org/anthology/P19-1607.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-bilinear, task-textclass, task-spanlab, task-seq2seq	0	ChID: A Large-scale Chinese IDiom Dataset for Cloze Test	Chujie Zheng, Minlie Huang, Aixin Sun	https://www.aclweb.org/anthology/P19-1075.pdf
2019	ACL	# train-mtl, train-transfer, arch-lstm, arch-att, pre-elmo, pre-bert, latent-vae, task-textclass, task-lm, task-seq2seq, task-cloze	6	Pretraining Methods for Dialog Context Representation Learning	Shikib Mehri, Evgeniia Razumovskaia, Tiancheng Zhao, Maxine Eskenazi	https://www.aclweb.org/anthology/P19-1373.pdf
2019	ACL	# optim-adam, reg-dropout, reg-worddropout, reg-stopping, reg-patience, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-glove, pre-bert, task-relation, task-tree, task-graph, task-alignment	4	Compositional Semantic Parsing across Graphbanks	Matthias Lindemann, Jonas Groschwitz, Alexander Koller	https://www.aclweb.org/anthology/P19-1450.pdf
2019	ACL	# optim-adam, reg-dropout, activ-relu, pool-mean, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-transformer, pre-word2vec, pre-glove, pre-bert, task-spanlab	0	Open-Domain Why-Question Answering with Adversarial Learning to Encode Answer Texts	Jong-Hoon Oh, Kazuma Kadowaki, Julien Kloetzer, Ryu Iida, Kentaro Torisawa	https://www.aclweb.org/anthology/P19-1414.pdf
2019	ACL	# optim-adam, init-glorot, train-mll, pool-mean, arch-lstm, arch-att, arch-subword, pre-fasttext, task-tree	6	Cross-lingual Knowledge Graph Alignment via Graph Matching Neural Network	Kun Xu, Liwei Wang, Mo Yu, Yansong Feng, Yan Song, Zhiguo Wang, Dong Yu	https://www.aclweb.org/anthology/P19-1304.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-paravec, pre-bert, adv-examp, task-spanlab	2	Retrieve, Read, Rerank: Towards End-to-End Multi-Document Reading Comprehension	Minghao Hu, Yuxing Peng, Zhen Huang, Dongsheng Li	https://www.aclweb.org/anthology/P19-1221.pdf
2019	ACL	# optim-projection, arch-lstm, arch-att, arch-coverage, pre-glove, task-tree	0	SParC: Cross-Domain Semantic Parsing in Context	Tao Yu, Rui Zhang, Michihiro Yasunaga, Yi Chern Tan, Xi Victoria Lin, Suyi Li, Heyang Er, Irene Li, Bo Pang, Tao Chen, Emily Ji, Shreya Dixit, David Proctor, Sungrok Shim, Jonathan Kraft, Vincent Zhang, Caiming Xiong, Richard Socher, Dragomir Radev	https://www.aclweb.org/anthology/P19-1443.pdf
2019	ACL	# train-mll, arch-lstm, arch-att, arch-transformer, comb-ensemble, search-beam, loss-nce, task-seq2seq	0	Automatic Grammatical Error Correction for Sequence-to-sequence Text Generation: An Empirical Study	Tao Ge, Xingxing Zhang, Furu Wei, Ming Zhou	https://www.aclweb.org/anthology/P19-1609.pdf
2019	ACL	# optim-adam, optim-projection, train-mll, arch-lstm, arch-att, arch-coverage, search-beam, pre-word2vec, pre-bert, nondif-reinforce, latent-vae, task-seqlab, task-condlm, task-seq2seq, task-relation, task-tree, task-graph	0	Rewarding Smatch: Transition-Based AMR Parsing with Reinforcement Learning	Tahira Naseem, Abhishek Shah, Hui Wan, Radu Florian, Salim Roukos, Miguel Ballesteros	https://www.aclweb.org/anthology/P19-1451.pdf
2019	ACL	# reg-labelsmooth, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, search-beam, pre-word2vec, task-seqlab, task-seq2seq, task-relation	0	Poetry to Prose Conversion in Sanskrit as a Linearisation Task: A Case for Low-Resource Languages	Amrith Krishna, Vishnu Sharma, Bishal Santra, Aishik Chakraborty, Pavankumar Satuluri, Pawan Goyal	https://www.aclweb.org/anthology/P19-1111.pdf
2019	ACL	# reg-stopping, arch-lstm, struct-crf, task-textpair, task-lm, task-seq2seq, task-alignment	0	Neural Network Alignment for Sentential Paraphrases	Jessica Ouyang, Kathy McKeown	https://www.aclweb.org/anthology/P19-1467.pdf
2019	ACL	# optim-adam, train-mll, arch-lstm, arch-att, arch-subword, search-greedy, pre-fasttext, pre-bert, adv-train, task-lm, task-seq2seq, task-alignment	1	Unsupervised Pivot Translation for Distant Languages	Yichong Leng, Xu Tan, Tao Qin, Xiang-Yang Li, Tie-Yan Liu	https://www.aclweb.org/anthology/P19-1017.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-gru, arch-att, arch-bilinear, pre-glove, loss-margin, task-textpair, task-seq2seq, task-relation	1	Sentence-Level Evidence Embedding for Claim Verification with Hierarchical Attention Networks	Jing Ma, Wei Gao, Shafiq Joty, Kam-Fai Wong	https://www.aclweb.org/anthology/P19-1244.pdf
2019	ACL	# optim-adam, train-augment, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-subword, pre-elmo, pre-bert, adv-examp, task-spanlab, task-seq2seq, task-alignment	1	Improving the Robustness of Question Answering Systems to Question Paraphrasing	Wee Chung Gan, Hwee Tou Ng	https://www.aclweb.org/anthology/P19-1610.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-glove, pre-elmo, pre-bert, struct-crf, task-textpair, task-seqlab, task-spanlab, task-seq2seq	2	Augmenting Neural Networks with First-order Logic	Tao Li, Vivek Srikumar	https://www.aclweb.org/anthology/P19-1028.pdf
2019	ACL	# optim-adam, reg-dropout, reg-worddropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, struct-cfg, adv-train, latent-vae, task-lm, task-seq2seq	0	Generating Sentences from Disentangled Syntactic and Semantic Spaces	Yu Bao, Hao Zhou, Shujian Huang, Lei Li, Lili Mou, Olga Vechtomova, Xin-yu Dai, Jiajun Chen	https://www.aclweb.org/anthology/P19-1602.pdf
2019	ACL	# optim-sgd, optim-adam, reg-dropout, train-mll, train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, loss-margin, task-lm, task-seq2seq	0	Self-Supervised Neural Machine Translation	Dana Ruiter, Cristina España-Bonet, Josef van Genabith	https://www.aclweb.org/anthology/P19-1178.pdf
2019	ACL	# optim-adam, train-curriculum, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-memo, task-lm, task-relation	0	Learning a Matching Model with Co-teaching for Multi-turn Response Selection in Retrieval-based Dialogue Systems	Jiazhan Feng, Chongyang Tao, Wei Wu, Yansong Feng, Dongyan Zhao, Rui Yan	https://www.aclweb.org/anthology/P19-1370.pdf
2019	ACL	# optim-adam, reg-dropout, norm-batch, norm-gradient, arch-lstm, arch-att, arch-coverage, pre-glove, task-textclass, task-textpair, task-seq2seq	2	Selection Bias Explorations and Debias Methods for Natural Language Sentence Matching Datasets	Guanhua Zhang, Bing Bai, Jian Liang, Kun Bai, Shiyu Chang, Mo Yu, Conghui Zhu, Tiejun Zhao	https://www.aclweb.org/anthology/P19-1435.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, struct-crf, task-seqlab, task-seq2seq	1	A Neural Multi-digraph Model for Chinese NER with Gazetteers	Ruixue Ding, Pengjun Xie, Xiaoyan Zhang, Wei Lu, Linlin Li, Luo Si	https://www.aclweb.org/anthology/P19-1141.pdf
2019	ACL	# optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, struct-hmm, task-textpair, task-lm, task-seq2seq	1	Knowledge-aware Pronoun Coreference Resolution	Hongming Zhang, Yan Song, Yangqiu Song, Dong Yu	https://www.aclweb.org/anthology/P19-1083.pdf
2019	ACL	# optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, comb-ensemble, pre-glove, latent-vae	3	Graph Neural Networks with Generated Parameters for Relation Extraction	Hao Zhu, Yankai Lin, Zhiyuan Liu, Jie Fu, Tat-Seng Chua, Maosong Sun	https://www.aclweb.org/anthology/P19-1128.pdf
2019	ACL	# optim-adam, reg-dropout, arch-lstm, arch-att, arch-coverage, search-beam, pre-glove, task-seq2seq	0	Argument Generation with Retrieval, Planning, and Realization	Xinyu Hua, Zhe Hu, Lu Wang	https://www.aclweb.org/anthology/P19-1255.pdf
2019	ACL	# optim-projection, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, arch-subword, search-viterbi, pre-fasttext, pre-bert, struct-crf	1	Who Sides with Whom? Towards Computational Construction of Discourse Networks for Political Debates	Sebastian Padó, Andre Blessing, Nico Blokker, Erenay Dayanik, Sebastian Haunss, Jonas Kuhn	https://www.aclweb.org/anthology/P19-1273.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-copy, arch-coverage, arch-subword, arch-transformer, pre-word2vec, pre-elmo, pre-bert, struct-hmm, latent-vae, task-extractive, task-lm, task-seq2seq, task-cloze	0	HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization	Xingxing Zhang, Furu Wei, Ming Zhou	https://www.aclweb.org/anthology/P19-1499.pdf
2019	ACL	# optim-sgd, reg-norm, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, search-viterbi, pre-glove, pre-elmo, struct-crf, adv-train, task-seqlab, task-lm, task-seq2seq	0	Cross-Domain NER using Cross-Domain Language Modeling	Chen Jia, Xiaobo Liang, Yue Zhang	https://www.aclweb.org/anthology/P19-1236.pdf
2019	ACL	# optim-adam, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-word2vec, pre-elmo, pre-bert, task-lm, task-seq2seq	1	Attention Is (not) All You Need for Commonsense Reasoning	Tassilo Klein, Moin Nabi	https://www.aclweb.org/anthology/P19-1477.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-att, arch-coverage, arch-transformer, pre-bert, task-textpair, task-lm, task-tree	37	Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language Inference	Tom McCoy, Ellie Pavlick, Tal Linzen	https://www.aclweb.org/anthology/P19-1334.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, struct-crf, task-seq2seq	0	Using Human Attention to Extract Keyphrase from Microblog Post	Yingyi Zhang, Chengzhi Zhang	https://www.aclweb.org/anthology/P19-1588.pdf
2019	ACL	# train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, struct-crf, task-lm, task-tree	0	Rationally Reappraising ATIS-based Dialogue Systems	Jingcheng Niu, Gerald Penn	https://www.aclweb.org/anthology/P19-1550.pdf
2019	ACL	# optim-adam, reg-stopping, norm-gradient, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-copy, search-beam, latent-vae, latent-topic, task-textclass, task-seq2seq	3	Topic-Aware Neural Keyphrase Generation for Social Media Language	Yue Wang, Jing Li, Hou Pong Chan, Irwin King, Michael R. Lyu, Shuming Shi	https://www.aclweb.org/anthology/P19-1240.pdf
2019	ACL	# optim-adam, init-glorot, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, search-greedy, nondif-reinforce, task-lm, task-condlm, task-seq2seq, task-alignment	0	Towards Comprehensive Description Generation from Factual Attribute-value Tables	Tianyu Liu, Fuli Luo, Pengcheng Yang, Wei Wu, Baobao Chang, Zhifang Sui	https://www.aclweb.org/anthology/P19-1600.pdf
2019	ACL	# optim-adam, reg-dropout, reg-labelsmooth, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, arch-copy, arch-coverage, arch-subword, arch-transformer, task-extractive, task-seq2seq, task-tree	1	Keeping Notes: Conditional Natural Language Generation with a Scratchpad Encoder	Ryan Benmalek, Madian Khabsa, Suma Desu, Claire Cardie, Michele Banko	https://www.aclweb.org/anthology/P19-1407.pdf
2019	ACL	# optim-sgd, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-att, arch-coverage, latent-vae, task-lm, task-seq2seq, task-tree	0	Syntax-Infused Variational Autoencoder for Text Generation	Xinyuan Zhang, Yi Yang, Siyang Yuan, Dinghan Shen, Lawrence Carin	https://www.aclweb.org/anthology/P19-1199.pdf
2019	ACL	# optim-sgd, optim-adam, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-memo, comb-ensemble, pre-word2vec, struct-crf, task-seq2seq	0	Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in Texts	Rui Xia, Zixiang Ding	https://www.aclweb.org/anthology/P19-1096.pdf
2019	ACL	# optim-adam, train-mll, train-transfer, activ-tanh, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-subword, arch-transformer, pre-bert, task-lm, task-condlm, task-seq2seq	2	Like a Baby: Visually Situated Neural Language Acquisition	Alexander Ororbia, Ankur Mali, Matthew Kelly, David Reitter	https://www.aclweb.org/anthology/P19-1506.pdf
2019	ACL	# optim-sgd, optim-adam, reg-patience, train-mtl, arch-lstm, arch-att, arch-copy, search-beam, nondif-reinforce, task-lm, task-seq2seq, task-tree, task-graph	1	Jointly Learning Semantic Parser and Natural Language Generator via Dual Information Maximization	Hai Ye, Wenjie Li, Lu Wang	https://www.aclweb.org/anthology/P19-1201.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-gnn, arch-subword, pre-glove, task-seq2seq, meta-init	0	Embedding Imputation with Grounded Language Information	Ziyi Yang, Chenguang Zhu, Vin Sachidananda, Eric Darve	https://www.aclweb.org/anthology/P19-1326.pdf
2019	ACL	# optim-adam, optim-adadelta, norm-gradient, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, search-beam, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-textclass, task-lm, task-seq2seq	1	Gated Embeddings in End-to-End Speech Recognition for Conversational-Context Fusion	Suyoun Kim, Siddharth Dalmia, Florian Metze	https://www.aclweb.org/anthology/P19-1107.pdf
2019	ACL	# optim-adam, reg-stopping, arch-rnn, arch-lstm, arch-treelstm, arch-att, arch-coverage, comb-ensemble, task-textpair, task-lm, task-seq2seq, task-tree	3	An Imitation Learning Approach to Unsupervised Parsing	Bowen Li, Lili Mou, Frank Keller	https://www.aclweb.org/anthology/P19-1338.pdf
2019	ACL	# optim-sgd, optim-adam, reg-dropout, reg-worddropout, norm-gradient, arch-rnn, arch-lstm, latent-vae, task-lm	0	Better Exploiting Latent Variables in Text Modeling	Canasai Kruengkrai	https://www.aclweb.org/anthology/P19-1553.pdf
2019	ACL	# optim-adam, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-copy, latent-topic, task-textclass, task-seqlab, task-seq2seq, task-graph	2	Coherent Comments Generation for Chinese Articles with a Graph-to-Sequence Model	Wei Li, Jingjing Xu, Yancheng He, ShengLi Yan, Yunfang Wu, Xu Sun	https://www.aclweb.org/anthology/P19-1479.pdf
2019	ACL	# optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-cnn, arch-att, latent-vae, task-lm, task-seq2seq, task-tree	0	Towards Generating Long and Coherent Text with Multi-Level Latent Variable Models	Dinghan Shen, Asli Celikyilmaz, Yizhe Zhang, Liqun Chen, Xin Wang, Jianfeng Gao, Lawrence Carin	https://www.aclweb.org/anthology/P19-1200.pdf
2019	ACL	# optim-adam, reg-stopping, norm-layer, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, arch-copy, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq, task-tree	4	Decomposable Neural Paraphrase Generation	Zichao Li, Xin Jiang, Lifeng Shang, Qun Liu	https://www.aclweb.org/anthology/P19-1332.pdf
2019	ACL	# optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-elmo, pre-bert, task-seqlab	3	Language Modelling Makes Sense: Propagating Representations through WordNet for Full-Coverage Word Sense Disambiguation	Daniel Loureiro, Alípio Jorge	https://www.aclweb.org/anthology/P19-1569.pdf
2019	ACL	# arch-lstm, arch-bilstm, arch-att, pre-glove, task-lm	1	Complex Word Identification as a Sequence Labelling Task	Sian Gooding, Ekaterina Kochmar	https://www.aclweb.org/anthology/P19-1109.pdf
2019	ACL	# optim-adam, pool-max, arch-lstm, arch-att, arch-memo, pre-glove, task-textpair, task-condlm	10	Dialogue Natural Language Inference	Sean Welleck, Jason Weston, Arthur Szlam, Kyunghyun Cho	https://www.aclweb.org/anthology/P19-1363.pdf
2019	ACL	# reg-stopping, arch-rnn, arch-lstm, arch-bilstm, arch-coverage, search-viterbi, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab	1	Towards Improving Neural Named Entity Recognition with Gazetteers	Tianyu Liu, Jin-Ge Yao, Chin-Yew Lin	https://www.aclweb.org/anthology/P19-1524.pdf
2019	ACL	# reg-dropout, arch-lstm, arch-cnn, pre-word2vec, struct-crf, struct-cfg, meta-arch	1	AutoML Strategy Based on Grammatical Evolution: A Case Study about Knowledge Discovery from Text	Suilan Estevez-Velarde, Yoan Gutiérrez, Andrés Montoyo, Yudivián Almeida-Cruz	https://www.aclweb.org/anthology/P19-1428.pdf
2019	ACL	# optim-adam, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-bilinear, pre-bert, nondif-minrisk, nondif-reinforce, loss-nce, task-spanlab, task-lm, task-relation	7	Entity-Relation Extraction as Multi-Turn Question Answering	Xiaoya Li, Fan Yin, Zijun Sun, Xiayu Li, Arianna Yuan, Duo Chai, Mingxin Zhou, Jiwei Li	https://www.aclweb.org/anthology/P19-1129.pdf
2019	ACL	# optim-adam, reg-decay, arch-lstm, arch-att, arch-coverage, comb-ensemble, pre-paravec, latent-topic, task-relation	0	Modeling Financial Analysts’ Decision Making via the Pragmatics and Semantics of Earnings Calls	Katherine Keith, Amanda Stent	https://www.aclweb.org/anthology/P19-1047.pdf
2019	ACL	# optim-adam, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-transformer, pre-glove, pre-skipthought, pre-bert, task-textpair, task-lm, task-tree	0	Towards Lossless Encoding of Sentences	Gabriele Prato, Mathieu Duchesneau, Sarath Chandar, Alain Tapp	https://www.aclweb.org/anthology/P19-1153.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, train-mll, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-textclass, task-textpair, task-seqlab	2	Robust Representation Learning of Biomedical Names	Minh C. Phan, Aixin Sun, Yi Tay	https://www.aclweb.org/anthology/P19-1317.pdf
2019	ACL	# optim-adam, reg-dropout, reg-patience, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-gating, pre-glove, struct-crf, adv-train, loss-nce, task-textclass, task-seqlab, task-lm	0	Multi-Task Networks with Universe, Group, and Task Feature Learning	Shiva Pentyala, Mengwen Liu, Markus Dreyer	https://www.aclweb.org/anthology/P19-1079.pdf
2019	ACL	# optim-adam, reg-dropout, reg-decay, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-memo, comb-ensemble, task-textclass, task-lm, task-seq2seq	0	StRE: Self Attentive Edit Quality Prediction in Wikipedia	Soumya Sarkar, Bhanu Prakash Reddy, Sandipan Sikdar, Animesh Mukherjee	https://www.aclweb.org/anthology/P19-1387.pdf
2019	ACL	# optim-adam, reg-dropout, activ-tanh, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-energy, search-viterbi, struct-crf, latent-topic, task-seqlab, task-lm	1	DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction	Huaishao Luo, Tianrui Li, Bing Liu, Junbo Zhang	https://www.aclweb.org/anthology/P19-1056.pdf
2019	ACL	# optim-adam, reg-dropout, train-mll, train-transfer, pool-max, pool-kmax, arch-lstm, arch-cnn, arch-att, arch-subword, comb-ensemble, pre-fasttext, task-lm, task-seq2seq, task-lexicon, task-alignment	0	Improving Low-Resource Cross-lingual Document Retrieval by Reranking with Deep Bilingual Representations	Rui Zhang, Caitlin Westerfield, Sungrok Shim, Garrett Bingham, Alexander Fabbri, William Hu, Neha Verma, Dragomir Radev	https://www.aclweb.org/anthology/P19-1306.pdf
2019	ACL	# train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-bert, struct-crf, task-textclass, task-lm, task-seq2seq	0	Literary Event Detection	Matthew Sims, Jong Ho Park, David Bamman	https://www.aclweb.org/anthology/P19-1353.pdf
2019	ACL	# init-glorot, arch-rnn, arch-lstm, arch-gru, comb-ensemble, struct-hmm, loss-svd, task-lm	0	Interpolated Spectral NGram Language Models	Ariadna Quattoni, Xavier Carreras	https://www.aclweb.org/anthology/P19-1594.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-bert, adv-examp, adv-train, latent-vae, task-textclass, task-textpair, task-seq2seq	0	Soft Representation Learning for Sparse Transfer	Haeju Park, Jinyoung Yeo, Gengyu Wang, Seung-won Hwang	https://www.aclweb.org/anthology/P19-1151.pdf
2019	ACL	# optim-sgd, optim-projection, reg-dropout, reg-stopping, reg-labelsmooth, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, pre-bert, task-textclass, task-spanlab, task-lm, task-tree	5	Training Neural Response Selection for Task-Oriented Dialogue Systems	Matthew Henderson, Ivan Vulić, Daniela Gerz, Iñigo Casanueva, Paweł Budzianowski, Sam Coope, Georgios Spithourakis, Tsung-Hsien Wen, Nikola Mrkšić, Pei-Hao Su	https://www.aclweb.org/anthology/P19-1536.pdf
2019	ACL	# reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-condlm	0	What You Say and How You Say It Matters: Predicting Stock Volatility Using Verbal and Vocal Cues	Yu Qin, Yi Yang	https://www.aclweb.org/anthology/P19-1038.pdf
2019	ACL	# optim-adam, optim-adadelta, reg-dropout, arch-rnn, arch-lstm, arch-att, task-seq2seq	1	Are we there yet? Encoder-decoder neural networks as cognitive models of English past tense inflection	Maria Corkery, Yevgen Matusevych, Sharon Goldwater	https://www.aclweb.org/anthology/P19-1376.pdf
2019	ACL	# optim-adam, train-mtl, train-transfer, train-augment, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-fasttext, adv-train, loss-svd, task-lm, task-seq2seq, task-lexicon, task-alignment	1	Domain Adaptation of Neural Machine Translation by Lexicon Induction	Junjie Hu, Mengzhou Xia, Graham Neubig, Jaime Carbonell	https://www.aclweb.org/anthology/P19-1286.pdf
2019	ACL	# optim-adam, train-mll, arch-lstm, arch-coverage, pre-word2vec, task-seq2seq	3	Predicting Humorousness and Metaphor Novelty with Gaussian Process Preference Learning	Edwin Simpson, Erik-Lân Do Dinh, Tristan Miller, Iryna Gurevych	https://www.aclweb.org/anthology/P19-1572.pdf
2019	ACL	# optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-memo, pre-glove, pre-bert, task-spanlab, task-seq2seq	4	Conversing by Reading: Contentful Neural Conversation with On-demand Machine Reading	Lianhui Qin, Michel Galley, Chris Brockett, Xiaodong Liu, Xiang Gao, Bill Dolan, Yejin Choi, Jianfeng Gao	https://www.aclweb.org/anthology/P19-1539.pdf
2019	ACL	# optim-adam, optim-projection, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-memo, task-textpair, task-seq2seq	1	ReCoSa: Detecting the Relevant Contexts with Self-Attention for Multi-turn Dialogue Generation	Hainan Zhang, Yanyan Lan, Liang Pang, Jiafeng Guo, Xueqi Cheng	https://www.aclweb.org/anthology/P19-1362.pdf
2019	ACL	# optim-adadelta, arch-lstm, arch-bilstm, arch-cnn, arch-transformer, pre-glove, struct-crf, task-seqlab	4	Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks	Hongyu Lin, Yaojie Lu, Xianpei Han, Le Sun	https://www.aclweb.org/anthology/P19-1511.pdf
2019	ACL	# optim-adam, init-glorot, train-mtl, train-mll, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, adv-train	2	Adversarial Attention Modeling for Multi-dimensional Emotion Regression	Suyang Zhu, Shoushan Li, Guodong Zhou	https://www.aclweb.org/anthology/P19-1045.pdf
2019	ACL	# optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-coverage, arch-subword, search-beam, pre-elmo, task-spanlab, task-lm, task-seq2seq, task-relation	0	Generating Question-Answer Hierarchies	Kalpesh Krishna, Mohit Iyyer	https://www.aclweb.org/anthology/P19-1224.pdf
2019	ACL	# arch-lstm, arch-att, arch-subword, pre-word2vec, task-textclass, task-lm, task-tree	0	Large Dataset and Language Model Fun-Tuning for Humor Recognition	Vladislav Blinov, Valeria Bolotova-Baranova, Pavel Braslavski	https://www.aclweb.org/anthology/P19-1394.pdf
2019	ACL	# optim-adam, arch-lstm, arch-gru, arch-att, arch-bilinear, pre-glove, pre-elmo, loss-margin, task-lm, task-condlm, task-seq2seq	0	Multi-grained Attention with Object-level Grounding for Visual Question Answering	Pingping Huang, Jianhui Huang, Yuqing Guo, Min Qiao, Yong Zhu	https://www.aclweb.org/anthology/P19-1349.pdf
2019	ACL	# arch-lstm, arch-att, arch-memo, pre-glove	2	Context-aware Embedding for Targeted Aspect-based Sentiment Analysis	Bin Liang, Jiachen Du, Ruifeng Xu, Binyang Li, Hejiao Huang	https://www.aclweb.org/anthology/P19-1462.pdf
2019	ACL	# optim-sgd, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-coverage, arch-subword, pre-word2vec, pre-glove, loss-svd, task-lm, task-seq2seq, task-lexicon, task-alignment	0	A Multilingual BPE Embedding Space for Universal Sentiment Lexicon Induction	Mengjie Zhao, Hinrich Schütze	https://www.aclweb.org/anthology/P19-1341.pdf
2019	ACL	# reg-stopping, reg-patience, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, pre-fasttext	0	Give Me More Feedback II: Annotating Thesis Strength and Related Attributes in Student Essays	Zixuan Ke, Hrishikesh Inamdar, Hui Lin, Vincent Ng	https://www.aclweb.org/anthology/P19-1390.pdf
2019	ACL	# train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, comb-ensemble, struct-crf	1	Cost-sensitive Regularization for Label Confusion-aware Event Detection	Hongyu Lin, Yaojie Lu, Xianpei Han, Le Sun	https://www.aclweb.org/anthology/P19-1521.pdf
2019	ACL	# reg-dropout, train-mll, arch-lstm, arch-att, task-seq2seq	1	Neural Text Simplification of Clinical Letters with a Domain Specific Phrase Table	Matthew Shardlow, Raheel Nawaz	https://www.aclweb.org/anthology/P19-1037.pdf
2019	ACL	# optim-adam, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-residual, arch-gating, arch-transformer, comb-ensemble, search-beam, pre-glove, pre-elmo, pre-bert, task-spanlab, task-lm, task-seq2seq	5	Multi-style Generative Reading Comprehension	Kyosuke Nishida, Itsumi Saito, Kosuke Nishida, Kazutoshi Shinoda, Atsushi Otsuka, Hisako Asano, Junji Tomita	https://www.aclweb.org/anthology/P19-1220.pdf
2019	ACL	# optim-adam, optim-projection, init-glorot, reg-dropout, train-transfer, arch-lstm, arch-bilstm, adv-train, loss-nce, task-seqlab, task-relation	2	Reinforced Training Data Selection for Domain Adaptation	Miaofeng Liu, Yan Song, Hongbin Zou, Tong Zhang	https://www.aclweb.org/anthology/P19-1189.pdf
2019	ACL	# optim-adam, reg-dropout, reg-patience, activ-relu, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, comb-ensemble, pre-glove, task-textclass, task-condlm	1	Multi-Modal Sarcasm Detection in Twitter with Hierarchical Fusion Model	Yitao Cai, Huiyu Cai, Xiaojun Wan	https://www.aclweb.org/anthology/P19-1239.pdf
2019	ACL	# optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-glove, pre-elmo, task-lm, task-seq2seq, task-lexicon	0	LSTMEmbed: Learning Word and Sense Representations from a Large Semantically Annotated Corpus with Long Short-Term Memories	Ignacio Iacobacci, Roberto Navigli	https://www.aclweb.org/anthology/P19-1165.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-coverage, pre-glove	13	MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations	Soujanya Poria, Devamanyu Hazarika, Navonil Majumder, Gautam Naik, Erik Cambria, Rada Mihalcea	https://www.aclweb.org/anthology/P19-1050.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, train-mll, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-word2vec, pre-elmo, pre-bert, struct-crf, task-textclass, task-seqlab, task-lm, task-relation	3	Reliability-aware Dynamic Feature Composition for Name Tagging	Ying Lin, Liyuan Liu, Heng Ji, Dong Yu, Jiawei Han	https://www.aclweb.org/anthology/P19-1016.pdf
2019	ACL	# optim-adam, optim-adadelta, reg-dropout, reg-labelsmooth, norm-layer, train-parallel, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-residual, arch-subword, pre-glove, pre-bert, struct-crf, task-seqlab, task-spanlab, task-lm, task-seq2seq	1	A Lightweight Recurrent Network for Sequence Modeling	Biao Zhang, Rico Sennrich	https://www.aclweb.org/anthology/P19-1149.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-treelstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, task-seqlab, task-seq2seq, task-relation	5	Lattice-Based Transformer Encoder for Neural Machine Translation	Fengshun Xiao, Jiangtong Li, Hai Zhao, Rui Wang, Kehai Chen	https://www.aclweb.org/anthology/P19-1298.pdf
2019	ACL	# optim-adam, optim-projection, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-gating, arch-memo, pre-glove, adv-examp, adv-train, task-spanlab	2	Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QA	Yichen Jiang, Mohit Bansal	https://www.aclweb.org/anthology/P19-1262.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-gating, arch-memo, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-spanlab	3	Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension	Yichen Jiang, Nitish Joshi, Yen-Chun Chen, Mohit Bansal	https://www.aclweb.org/anthology/P19-1261.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, reg-labelsmooth, norm-layer, arch-rnn, arch-lstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-residual, arch-energy, arch-transformer, search-beam, task-seq2seq	2	Self-Attentional Models for Lattice Inputs	Matthias Sperber, Graham Neubig, Ngoc-Quan Pham, Alex Waibel	https://www.aclweb.org/anthology/P19-1115.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, norm-batch, pool-mean, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-elmo, pre-bert, latent-vae, latent-topic, task-lm	1	Open Domain Event Extraction Using Neural Latent Variable Models	Xiao Liu, Heyan Huang, Yue Zhang	https://www.aclweb.org/anthology/P19-1276.pdf
2019	ACL	# reg-dropout, train-mll, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-coverage, task-seq2seq, task-lexicon	1	Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering	Peng Wu, Shujian Huang, Rongxiang Weng, Zaixiang Zheng, Jianbing Zhang, Xiaohui Yan, Jiajun Chen	https://www.aclweb.org/anthology/P19-1616.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-subword, latent-vae, loss-margin, task-seq2seq	2	Latent Variable Model for Multi-modal Translation	Iacer Calixto, Miguel Rios, Wilker Aziz	https://www.aclweb.org/anthology/P19-1642.pdf
2019	ACL	# optim-adagrad, reg-decay, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, adv-train, task-textpair, task-seqlab	5	OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs	Seungwhan Moon, Pararth Shah, Anuj Kumar, Rajen Subba	https://www.aclweb.org/anthology/P19-1081.pdf
2019	ACL	# optim-adam, optim-projection, arch-lstm, arch-bilstm, arch-subword, pre-glove, pre-elmo, task-textclass, task-lm, task-relation	2	Unsupervised Learning of PCFGs with Normalizing Flow	Lifeng Jin, Finale Doshi-Velez, Timothy Miller, Lane Schwartz, William Schuler	https://www.aclweb.org/anthology/P19-1234.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-att, task-lm, task-seq2seq	1	A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style Transfer	Chen Wu, Xuancheng Ren, Fuli Luo, Xu Sun	https://www.aclweb.org/anthology/P19-1482.pdf
2019	ACL	# optim-adagrad, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, latent-topic, task-seq2seq	2	BIGPATENT: A Large-Scale Dataset for Abstractive and Coherent Summarization	Eva Sharma, Chen Li, Lu Wang	https://www.aclweb.org/anthology/P19-1212.pdf
2019	ACL	# optim-adam, reg-dropout, reg-labelsmooth, norm-layer, train-parallel, arch-rnn, arch-lstm, arch-att, arch-subword, search-beam, task-seq2seq, task-alignment	10	Monotonic Infinite Lookback Attention for Simultaneous Machine Translation	Naveen Arivazhagan, Colin Cherry, Wolfgang Macherey, Chung-Cheng Chiu, Semih Yavuz, Ruoming Pang, Wei Li, Colin Raffel	https://www.aclweb.org/anthology/P19-1126.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, train-parallel, arch-lstm, arch-att, comb-ensemble, task-seqlab, task-seq2seq	0	FIESTA: Fast IdEntification of State-of-The-Art models using adaptive bandit algorithms	Henry Moss, Andrew Moore, David Leslie, Paul Rayson	https://www.aclweb.org/anthology/P19-1281.pdf
2019	ACL	# reg-dropout, reg-patience, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-glove, task-textpair	0	Recognising Agreement and Disagreement between Stances with Reason Comparing Networks	Chang Xu, Cecile Paris, Surya Nepal, Ross Sparks	https://www.aclweb.org/anthology/P19-1460.pdf
2019	ACL	# arch-lstm, arch-att, arch-coverage, pre-bert, task-lm, task-seq2seq	0	Unsupervised Rewriter for Multi-Sentence Compression	Yang Zhao, Xiaoyu Shen, Wei Bi, Akiko Aizawa	https://www.aclweb.org/anthology/P19-1216.pdf
2019	ACL	# optim-adam, optim-adadelta, init-glorot, reg-dropout, norm-gradient, train-transfer, pool-max, arch-rnn, arch-lstm, arch-gnn, arch-att, arch-energy, search-beam, pre-glove, struct-crf, nondif-minrisk, task-textclass, task-seq2seq	3	Joint Type Inference on Entities and Relations via Graph Convolutional Networks	Changzhi Sun, Yeyun Gong, Yuanbin Wu, Ming Gong, Daxin Jiang, Man Lan, Shiliang Sun, Nan Duan	https://www.aclweb.org/anthology/P19-1131.pdf
2019	ACL	# train-mll, arch-lstm, arch-bilstm, arch-coverage, latent-topic, task-textclass, task-lexicon	3	Just “OneSeC” for Producing Multilingual Sense-Annotated Data	Bianca Scarlini, Tommaso Pasini, Roberto Navigli	https://www.aclweb.org/anthology/P19-1069.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, reg-stopping, norm-layer, pool-max, arch-rnn, arch-lstm, arch-att, comb-ensemble, search-viterbi, struct-crf, struct-cfg, latent-vae, task-seqlab, task-lm, task-graph	4	Compound Probabilistic Context-Free Grammars for Grammar Induction	Yoon Kim, Chris Dyer, Alexander Rush	https://www.aclweb.org/anthology/P19-1228.pdf
2019	ACL	# init-glorot, reg-stopping, train-mtl, arch-lstm, arch-memo, search-beam, pre-glove, latent-vae, task-seqlab, task-seq2seq, task-tree	2	Controllable Paraphrase Generation with a Syntactic Exemplar	Mingda Chen, Qingming Tang, Sam Wiseman, Kevin Gimpel	https://www.aclweb.org/anthology/P19-1599.pdf
2019	ACL	# optim-adam, optim-projection, norm-layer, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert, task-seq2seq	9	Semantically Conditioned Dialog Response Generation via Hierarchical Disentangled Self-Attention	Wenhu Chen, Jianshu Chen, Pengda Qin, Xifeng Yan, William Yang Wang	https://www.aclweb.org/anthology/P19-1360.pdf
2019	ACL	# optim-adam, reg-dropout, train-transfer, arch-lstm, arch-att, arch-memo, task-seq2seq	1	Learning to Control the Fine-grained Sentiment for Story Ending Generation	Fuli Luo, Damai Dai, Pengcheng Yang, Tianyu Liu, Baobao Chang, Zhifang Sui, Xu Sun	https://www.aclweb.org/anthology/P19-1603.pdf
2019	ACL	# optim-adam, optim-projection, arch-lstm, comb-ensemble	1	Do You Know That Florence Is Packed with Visitors? Evaluating State-of-the-art Models of Speaker Commitment	Nanjiang Jiang, Marie-Catherine de Marneffe	https://www.aclweb.org/anthology/P19-1412.pdf
2019	ACL	# optim-adam, reg-dropout, train-transfer, arch-lstm, arch-att, task-tree	1	Pre-Learning Environment Representations for Data-Efficient Neural Instruction Following	David Gaddy, Dan Klein	https://www.aclweb.org/anthology/P19-1188.pdf
2019	ACL	# optim-sgd, reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-copy, arch-coverage, comb-ensemble, pre-glove, task-seq2seq	1	A Simple Recipe towards Reducing Hallucination in Neural Surface Realisation	Feng Nie, Jin-Ge Yao, Jinpeng Wang, Rong Pan, Chin-Yew Lin	https://www.aclweb.org/anthology/P19-1256.pdf
2019	ACL	# arch-lstm, arch-att, comb-ensemble, search-beam, search-viterbi, struct-crf, latent-vae	1	We Need to Talk about Standard Splits	Kyle Gorman, Steven Bedrick	https://www.aclweb.org/anthology/P19-1267.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, train-transfer, arch-lstm, adv-train, task-lm, task-seq2seq, task-relation	0	Task Refinement Learning for Improved Accuracy and Stability of Unsupervised Domain Adaptation	Yftah Ziser, Roi Reichart	https://www.aclweb.org/anthology/P19-1591.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-coverage, search-beam, pre-word2vec, task-lm, task-seq2seq	0	Abstractive Text Summarization Based on Deep Learning and Semantic Content Generalization	Panagiotis Kouris, Georgios Alexandridis, Andreas Stafylopatis	https://www.aclweb.org/anthology/P19-1501.pdf
2019	ACL	# optim-sgd, arch-lstm, arch-cnn, arch-att, search-viterbi, pre-word2vec, task-textpair, task-condlm	2	Weakly-Supervised Spatio-Temporally Grounding Natural Sentence in Video	Zhenfang Chen, Lin Ma, Wenhan Luo, Kwan-Yee Kenneth Wong	https://www.aclweb.org/anthology/P19-1183.pdf
2019	ACL	# optim-adam, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-copy, pre-glove, nondif-minrisk, latent-vae, task-seq2seq, task-relation	7	Towards Explainable NLP: A Generative Explanation Framework for Text Classification	Hui Liu, Qingyu Yin, William Yang Wang	https://www.aclweb.org/anthology/P19-1560.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, search-beam, adv-train, latent-topic, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree	2	Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding	Junyi Li, Wayne Xin Zhao, Ji-Rong Wen, Yang Song	https://www.aclweb.org/anthology/P19-1190.pdf
2019	ACL	# optim-adam, reg-dropout, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-fasttext, pre-glove, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation, task-alignment	1	Exploring Sequence-to-Sequence Learning in Aspect Term Extraction	Dehong Ma, Sujian Li, Fangzhao Wu, Xing Xie, Houfeng Wang	https://www.aclweb.org/anthology/P19-1344.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, task-seqlab	0	Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge	Ziran Li, Ning Ding, Zhiyuan Liu, Haitao Zheng, Ying Shen	https://www.aclweb.org/anthology/P19-1430.pdf
2019	ACL	# optim-adam, train-mtl, arch-rnn, arch-lstm, arch-att, nondif-reinforce, task-lm, task-condlm, task-seq2seq	0	Show, Describe and Conclude: On Exploiting the Structure Information of Chest X-ray Reports	Baoyu Jing, Zeya Wang, Eric Xing	https://www.aclweb.org/anthology/P19-1657.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, nondif-minrisk, task-seq2seq	2	Global Optimization under Length Constraint for Neural Text Summarization	Takuya Makino, Tomoya Iwakura, Hiroya Takamura, Manabu Okumura	https://www.aclweb.org/anthology/P19-1099.pdf
2019	ACL	# optim-adam, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-glove, pre-bert, adv-examp, adv-train, task-textpair	17	Probing Neural Network Comprehension of Natural Language Arguments	Timothy Niven, Hung-Yu Kao	https://www.aclweb.org/anthology/P19-1459.pdf
2019	ACL	# optim-adam, reg-stopping, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, pre-glove, latent-vae, loss-nce, task-seqlab	0	Distant Learning for Entity Linking with Automatic Noise Detection	Phong Le, Ivan Titov	https://www.aclweb.org/anthology/P19-1400.pdf
2019	ACL	# optim-adagrad, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-gating, arch-memo, arch-transformer, pre-glove, pre-skipthought, task-textpair, task-lm, task-seq2seq	0	You Only Need Attention to Traverse Trees	Mahtab Ahmed, Muhammad Rifayat Samee, Robert E. Mercer	https://www.aclweb.org/anthology/P19-1030.pdf
2019	ACL	# init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-att, task-seq2seq, task-relation, task-graph	2	Curate and Generate: A Corpus and Method for Joint Control of Semantics and Style in Neural NLG	Shereen Oraby, Vrindavan Harrison, Abteen Ebrahimi, Marilyn Walker	https://www.aclweb.org/anthology/P19-1596.pdf
2019	ACL	# optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-copy, search-beam, pre-glove, task-spanlab, task-seq2seq, task-tree	0	Reinforced Dynamic Reasoning for Conversational Question Generation	Boyuan Pan, Hao Li, Ziyu Yao, Deng Cai, Huan Sun	https://www.aclweb.org/anthology/P19-1203.pdf
2019	ACL	# train-mtl, arch-lstm, arch-att, arch-coverage, pre-glove, task-textpair, task-spanlab	0	Delta Embedding Learning	Xiao Zhang, Ji Wu, Dejing Dou	https://www.aclweb.org/anthology/P19-1322.pdf
2019	ACL	# optim-sgd, optim-adam, arch-lstm, arch-bilstm, arch-att, pre-glove, adv-examp, adv-train, task-textpair, task-lm	3	Don’t Take the Premise for Granted: Mitigating Artifacts in Natural Language Inference	Yonatan Belinkov, Adam Poliak, Stuart Shieber, Benjamin Van Durme, Alexander Rush	https://www.aclweb.org/anthology/P19-1084.pdf
2019	ACL	# optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, struct-crf, task-relation	2	The (Non-)Utility of Structural Features in BiLSTM-based Dependency Parsers	Agnieszka Falenska, Jonas Kuhn	https://www.aclweb.org/anthology/P19-1012.pdf
2019	ACL	# optim-adagrad, reg-dropout, reg-norm, norm-gradient, train-mtl, arch-lstm, arch-bilstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, pre-glove, task-seq2seq, task-graph	0	Tree Communication Models for Sentiment Analysis	Yuan Zhang, Yue Zhang	https://www.aclweb.org/anthology/P19-1342.pdf
2019	ACL	# optim-adam, reg-dropout, reg-patience, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-transformer, adv-examp, latent-vae, task-lm, task-condlm, task-seq2seq	0	Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation	Shuming Ma, Pengcheng Yang, Tianyu Liu, Peng Li, Jie Zhou, Xu Sun	https://www.aclweb.org/anthology/P19-1197.pdf
2019	ACL	# optim-adam, reg-dropout, pool-max, pool-kmax, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-residual, arch-copy, arch-bilinear, task-seq2seq	1	BiSET: Bi-directional Selective Encoding with Template for Abstractive Summarization	Kai Wang, Xiaojun Quan, Rui Wang	https://www.aclweb.org/anthology/P19-1207.pdf
2019	ACL	# arch-rnn, arch-lstm, task-textclass	2	Yes, we can! Mining Arguments in 50 Years of US Presidential Campaign Debates	Shohreh Haddadan, Elena Cabrio, Serena Villata	https://www.aclweb.org/anthology/P19-1463.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-bilstm, pre-glove, task-textclass	3	Deep Unknown Intent Detection with Margin Loss	Ting-En Lin, Hua Xu	https://www.aclweb.org/anthology/P19-1548.pdf
2019	ACL	# optim-adam, init-glorot, norm-layer, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq	0	Text Categorization by Learning Predominant Sense of Words as Auxiliary Task	Kazuya Shimura, Jiyi Li, Fumiyo Fukumoto	https://www.aclweb.org/anthology/P19-1105.pdf
2019	ACL	# optim-adam, reg-dropout, reg-labelsmooth, arch-lstm, arch-cnn, arch-att, arch-coverage, arch-transformer, latent-topic, task-seq2seq	3	Generating Summaries with Topic Templates and Structured Convolutional Decoders	Laura Perez-Beltrachini, Yang Liu, Mirella Lapata	https://www.aclweb.org/anthology/P19-1504.pdf
2019	ACL	# optim-adam, reg-dropout, train-mll, pool-max, arch-lstm, arch-bilstm, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, loss-margin, task-seqlab, task-seq2seq	15	Margin-based Parallel Corpus Mining with Multilingual Sentence Embeddings	Mikel Artetxe, Holger Schwenk	https://www.aclweb.org/anthology/P19-1309.pdf
2019	ACL	# arch-lstm, arch-att, adv-examp, adv-train, task-textclass, task-textpair, task-lm	2	Generating Fluent Adversarial Examples for Natural Languages	Huangzhao Zhang, Hao Zhou, Ning Miao, Lei Li	https://www.aclweb.org/anthology/P19-1559.pdf
2019	ACL	# optim-sgd, train-mll, arch-lstm, arch-recnn, arch-att, pre-glove, task-lm	3	Modeling Semantic Compositionality with Sememe Knowledge	Fanchao Qi, Junjie Huang, Chenghao Yang, Zhiyuan Liu, Xiao Chen, Qun Liu, Maosong Sun	https://www.aclweb.org/anthology/P19-1571.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, pre-bert, struct-crf, task-seqlab, task-lm	3	Merge and Label: A Novel Neural Network Architecture for Nested NER	Joseph Fisher, Andreas Vlachos	https://www.aclweb.org/anthology/P19-1585.pdf
2019	ACL	# optim-adam, reg-dropout, reg-patience, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, pre-word2vec, task-textclass, task-extractive, task-lm, task-seq2seq	11	Is Attention Interpretable?	Sofia Serrano, Noah A. Smith	https://www.aclweb.org/anthology/P19-1282.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-glove, pre-paravec, pre-bert, task-relation	1	Multi-Task Learning for Coherence Modeling	Youmna Farag, Helen Yannakoudakis	https://www.aclweb.org/anthology/P19-1060.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, reg-stopping, reg-patience, train-active, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-glove, pre-bert, struct-cfg, adv-train, latent-vae, latent-topic, task-textclass, task-lm	1	Variational Pretraining for Semi-supervised Text Classification	Suchin Gururangan, Tam Dang, Dallas Card, Noah A. Smith	https://www.aclweb.org/anthology/P19-1590.pdf
2019	ACL	# train-mtl, arch-lstm, arch-cnn, arch-att, task-condlm, task-seq2seq	0	Learning to Relate from Captions and Bounding Boxes	Sarthak Garg, Joel Ruben Antony Moniz, Anshu Aviral, Priyatham Bollimpalli	https://www.aclweb.org/anthology/P19-1660.pdf
2019	ACL	# reg-decay, arch-lstm, arch-att, arch-selfatt, comb-ensemble, pre-glove, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-tree	8	Explain Yourself! Leveraging Language Models for Commonsense Reasoning	Nazneen Fatema Rajani, Bryan McCann, Caiming Xiong, Richard Socher	https://www.aclweb.org/anthology/P19-1487.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-att, comb-ensemble, search-beam, search-viterbi, struct-crf, task-textclass, task-seqlab, task-lm	0	Multi-task Pairwise Neural Ranking for Hashtag Segmentation	Mounica Maddela, Wei Xu, Daniel Preoţiuc-Pietro	https://www.aclweb.org/anthology/P19-1242.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-lstm, pre-glove, pre-skipthought, pre-elmo, task-textclass, task-textpair, task-lm, task-seq2seq	0	Encouraging Paragraph Embeddings to Remember Sentence Identity Improves Classification	Tu Vu, Mohit Iyyer	https://www.aclweb.org/anthology/P19-1638.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-copy, pre-word2vec, task-seqlab, task-seq2seq	0	Vocabulary Pyramid Network: Multi-Pass Encoding and Decoding with Multi-Level Vocabularies for Response Generation	Cao Liu, Shizhu He, Kang Liu, Jun Zhao	https://www.aclweb.org/anthology/P19-1367.pdf
2019	ACL	# optim-adam, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-bert, task-relation	0	Graph based Neural Networks for Event Factuality Prediction using Syntactic and Semantic Structures	Amir Pouran Ben Veyseh, Thien Huu Nguyen, Dejing Dou	https://www.aclweb.org/anthology/P19-1432.pdf
2019	ACL	# optim-adam, reg-dropout, arch-lstm, arch-treelstm, pre-elmo, struct-crf, latent-vae, task-lm, task-tree	0	Latent Variable Sentiment Grammar	Liwen Zhang, Kewei Tu, Yue Zhang	https://www.aclweb.org/anthology/P19-1457.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-glove, pre-elmo, pre-bert, struct-crf, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq	1	Sequence Tagging with Contextual and Non-Contextual Subword Representations: A Multilingual Evaluation	Benjamin Heinzerling, Michael Strube	https://www.aclweb.org/anthology/P19-1027.pdf
2019	ACL	# optim-adam, arch-lstm, arch-att, arch-coverage, task-seq2seq, task-relation, task-tree, task-graph	0	SemBleu: A Robust Metric for AMR Parsing Evaluation	Linfeng Song, Daniel Gildea	https://www.aclweb.org/anthology/P19-1446.pdf
2019	ACL	# init-glorot, arch-lstm, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-glove, pre-elmo, task-textclass, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-relation	5	Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks	Shikhar Vashishth, Manik Bhandari, Prateek Yadav, Piyush Rai, Chiranjib Bhattacharyya, Partha Talukdar	https://www.aclweb.org/anthology/P19-1320.pdf
2019	ACL	# optim-adam, norm-gradient, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-bilinear, arch-coverage, pre-word2vec, task-extractive, task-seq2seq	0	This Email Could Save Your Life: Introducing the Task of Email Subject Line Generation	Rui Zhang, Joel Tetreault	https://www.aclweb.org/anthology/P19-1043.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-elmo, loss-nce, task-seqlab	0	Implicit Discourse Relation Identification for Open-domain Dialogues	Mingyu Derek Ma, Kevin Bowden, Jiaqi Wu, Wen Cui, Marilyn Walker	https://www.aclweb.org/anthology/P19-1065.pdf
2019	ACL	# arch-lstm, arch-bilstm, arch-cnn, struct-crf	0	A Semi-Markov Structured Support Vector Machine Model for High-Precision Named Entity Recognition	Ravneet Arora, Chen-Tse Tsai, Ketevan Tsereteli, Prabhanjan Kambadur, Yi Yang	https://www.aclweb.org/anthology/P19-1587.pdf
2019	ACL	# optim-adam, norm-layer, train-transfer, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq	1	A Compact and Language-Sensitive Multilingual Translation Method	Yining Wang, Long Zhou, Jiajun Zhang, Feifei Zhai, Jingfang Xu, Chengqing Zong	https://www.aclweb.org/anthology/P19-1117.pdf
2019	ACL	# optim-adam, arch-lstm, comb-ensemble, pre-fasttext, pre-glove, pre-elmo, pre-bert, adv-examp, task-textclass, task-textpair, task-lm	14	HellaSwag: Can a Machine Really Finish Your Sentence?	Rowan Zellers, Ari Holtzman, Yonatan Bisk, Ali Farhadi, Yejin Choi	https://www.aclweb.org/anthology/P19-1472.pdf
2019	ACL	# optim-adam, train-augment, arch-lstm, arch-cnn, arch-att, comb-ensemble, search-greedy, search-beam, pre-glove, task-condlm, task-seq2seq, task-tree	2	Are You Looking? Grounding to Multiple Modalities in Vision-and-Language Navigation	Ronghang Hu, Daniel Fried, Anna Rohrbach, Dan Klein, Trevor Darrell, Kate Saenko	https://www.aclweb.org/anthology/P19-1655.pdf
2019	ACL	# train-mtl, pool-mean, arch-rnn, arch-lstm, arch-att, arch-transformer, pre-word2vec, pre-glove, pre-bert, task-textclass, task-textpair, task-extractive, task-seq2seq	3	Searching for Effective Neural Extractive Summarization: What Works and What’s Next	Ming Zhong, Pengfei Liu, Danqing Wang, Xipeng Qiu, Xuanjing Huang	https://www.aclweb.org/anthology/P19-1100.pdf
2019	ACL	# reg-dropout, train-augment, arch-rnn, arch-lstm, arch-att, search-beam, task-seq2seq	0	Neural Fuzzy Repair: Integrating Fuzzy Matches into Neural Machine Translation	Bram Bulte, Arda Tezcan	https://www.aclweb.org/anthology/P19-1175.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-att, arch-transformer, pre-elmo, pre-bert, latent-vae, task-lm, task-seq2seq	1	Coreference Resolution with Entity Equalization	Ben Kantor, Amir Globerson	https://www.aclweb.org/anthology/P19-1066.pdf
2019	ACL	# optim-adam, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, comb-ensemble, struct-crf, task-seq2seq, task-tree	2	Robust Zero-Shot Cross-Domain Slot Filling with Example Values	Darsh Shah, Raghav Gupta, Amir Fayazi, Dilek Hakkani-Tur	https://www.aclweb.org/anthology/P19-1547.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, search-beam, pre-glove, pre-bert, latent-vae, task-textclass, task-textpair, task-spanlab, task-lm, task-seq2seq	0	A Cross-Sentence Latent Variable Model for Semi-Supervised Text Sequence Matching	Jihun Choi, Taeuk Kim, Sang-goo Lee	https://www.aclweb.org/anthology/P19-1469.pdf
2019	ACL	# optim-adam, optim-adagrad, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, search-beam, task-seq2seq, task-tree	1	Improving Multi-turn Dialogue Modelling with Utterance ReWriter	Hui Su, Xiaoyu Shen, Rongzhi Zhang, Fei Sun, Pengwei Hu, Cheng Niu, Jie Zhou	https://www.aclweb.org/anthology/P19-1003.pdf
2019	ACL	# optim-adam, reg-dropout, train-mll, train-augment, pool-max, pool-mean, arch-rnn, arch-lstm, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-subword, search-greedy, search-beam, pre-glove, pre-bert, latent-vae, task-seq2seq, task-relation, task-tree, task-graph	7	AMR Parsing as Sequence-to-Graph Transduction	Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme	https://www.aclweb.org/anthology/P19-1009.pdf
2019	ACL	# optim-adam, optim-projection, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, pre-bert	5	SUMBT: Slot-Utterance Matching for Universal and Scalable Belief Tracking	Hwaran Lee, Jinsik Lee, Tae-Yoon Kim	https://www.aclweb.org/anthology/P19-1546.pdf
2019	ACL	# optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, pre-elmo, task-textpair, task-seq2seq, task-relation, task-tree	0	An Empirical Study of Span Representations in Argumentation Structure Parsing	Tatsuki Kuribayashi, Hiroki Ouchi, Naoya Inoue, Paul Reisert, Toshinori Miyoshi, Jun Suzuki, Kentaro Inui	https://www.aclweb.org/anthology/P19-1464.pdf
2019	ACL	# optim-adam, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, adv-train, latent-vae	1	ARNOR: Attention Regularization based Noise Reduction for Distant Supervision Relation Classification	Wei Jia, Dai Dai, Xinyan Xiao, Hua Wu	https://www.aclweb.org/anthology/P19-1135.pdf
2019	ACL	# reg-dropout, reg-stopping, train-transfer, arch-lstm, arch-bilstm, arch-att, pre-word2vec, pre-bert, struct-crf, latent-topic, task-seqlab, task-relation	2	Neural Aspect and Opinion Term Extraction with Mined Rules as Weak Supervision	Hongliang Dai, Yangqiu Song	https://www.aclweb.org/anthology/P19-1520.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, struct-crf, adv-train, task-seqlab, task-lm	2	Adversarial Multitask Learning for Joint Multi-Feature and Multi-Dialect Morphological Modeling	Nasser Zalmout, Nizar Habash	https://www.aclweb.org/anthology/P19-1173.pdf
2019	ACL	# optim-sgd, optim-adam, optim-projection, reg-dropout, reg-stopping, norm-layer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-fasttext, task-lm	13	COMET: Commonsense Transformers for Automatic Knowledge Graph Construction	Antoine Bosselut, Hannah Rashkin, Maarten Sap, Chaitanya Malaviya, Asli Celikyilmaz, Yejin Choi	https://www.aclweb.org/anthology/P19-1470.pdf
2019	ACL	# optim-sgd, optim-adam, reg-dropout, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-transformer, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-cloze	116	Multi-Task Deep Neural Networks for Natural Language Understanding	Xiaodong Liu, Pengcheng He, Weizhu Chen, Jianfeng Gao	https://www.aclweb.org/anthology/P19-1441.pdf
2019	ACL	# optim-projection, train-mll, arch-rnn, arch-lstm, arch-att, arch-subword, task-seqlab, task-lm, task-seq2seq, task-relation	1	What Kind of Language Is Hard to Language-Model?	Sebastian J. Mielke, Ryan Cotterell, Kyle Gorman, Brian Roark, Jason Eisner	https://www.aclweb.org/anthology/P19-1491.pdf
2019	ACL	# train-transfer, arch-lstm, arch-bilstm, arch-att, pre-elmo, pre-bert, latent-topic, task-lm	2	Diachronic Sense Modeling with Deep Contextualized Word Embeddings: An Ecological View	Renfen Hu, Shen Li, Shichen Liang	https://www.aclweb.org/anthology/P19-1379.pdf
2019	ACL	# optim-sgd, optim-adam, train-mll, train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-textclass, task-lm	0	Self-Attentive, Multi-Context One-Class Classification for Unsupervised Anomaly Detection on Text	Lukas Ruff, Yury Zemlyanskiy, Robert Vandermeulen, Thomas Schnake, Marius Kloft	https://www.aclweb.org/anthology/P19-1398.pdf
2019	ACL	# optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-copy, arch-coverage, task-seqlab, task-lm	6	Barack’s Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling	Robert Logan, Nelson F. Liu, Matthew E. Peters, Matt Gardner, Sameer Singh	https://www.aclweb.org/anthology/P19-1598.pdf
2019	ACL	# optim-sgd, optim-adam, optim-projection, reg-dropout, norm-gradient, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, struct-crf, adv-examp, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq	5	Dual Adversarial Neural Transfer for Low-Resource Named Entity Recognition	Joey Tianyi Zhou, Hao Zhang, Di Jin, Hongyuan Zhu, Meng Fang, Rick Siow Mong Goh, Kenneth Kwok	https://www.aclweb.org/anthology/P19-1336.pdf
2019	ACL	# optim-adam, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-memo, pre-word2vec, pre-elmo, pre-bert, task-textclass	4	One Time of Interaction May Not Be Enough: Go Deep with an Interaction-over-Interaction Network for Response Selection in Dialogues	Chongyang Tao, Wei Wu, Can Xu, Wenpeng Hu, Dongyan Zhao, Rui Yan	https://www.aclweb.org/anthology/P19-1001.pdf
2019	ACL	# optim-adam, train-mtl, train-mll, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-elmo, pre-bert, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-cloze	27	ERNIE: Enhanced Language Representation with Informative Entities	Zhengyan Zhang, Xu Han, Zhiyuan Liu, Xin Jiang, Maosong Sun, Qun Liu	https://www.aclweb.org/anthology/P19-1139.pdf
2019	ACL	# optim-sgd, reg-dropout, reg-worddropout, reg-norm, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-transformer, task-lm, task-seq2seq	2	Improved Language Modeling by Decoding the Past	Siddhartha Brahma	https://www.aclweb.org/anthology/P19-1142.pdf
2019	ACL	# arch-lstm, arch-gru, arch-treelstm, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, search-beam, pre-fasttext, pre-bert, task-seq2seq	2	Generating Diverse Translations with Sentence Codes	Raphael Shu, Hideki Nakayama, Kyunghyun Cho	https://www.aclweb.org/anthology/P19-1177.pdf
2019	ACL	# arch-lstm, arch-gru, arch-att, arch-selfatt, arch-memo, arch-copy, arch-bilinear, arch-coverage, search-beam, task-lm, task-condlm, task-seq2seq	2	PaperRobot: Incremental Draft Generation of Scientific Ideas	Qingyun Wang, Lifu Huang, Zhiying Jiang, Kevin Knight, Heng Ji, Mohit Bansal, Yi Luan	https://www.aclweb.org/anthology/P19-1191.pdf
2019	ACL	# optim-adam, train-active, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, latent-vae, task-textclass, task-seqlab	1	Incremental Learning from Scratch for Task-Oriented Dialogue Systems	Weikang Wang, Jiajun Zhang, Qian Li, Mei-Yuh Hwang, Chengqing Zong, Zhifei Li	https://www.aclweb.org/anthology/P19-1361.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, train-active, arch-lstm, arch-bilstm, arch-att, arch-bilinear, comb-ensemble, search-viterbi, pre-elmo, task-seqlab, task-lm, task-relation, task-tree	1	Semi-supervised Domain Adaptation for Dependency Parsing	Zhenghua Li, Xue Peng, Min Zhang, Rui Wang, Luo Si	https://www.aclweb.org/anthology/P19-1229.pdf
2019	ACL	# optim-sgd, optim-adam, optim-projection, reg-dropout, norm-layer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-gating, arch-transformer, comb-ensemble, pre-fasttext, task-spanlab, task-seq2seq	1	Token-level Dynamic Self-Attention Network for Multi-Passage Reading Comprehension	Yimeng Zhuang, Huadong Wang	https://www.aclweb.org/anthology/P19-1218.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, adv-examp, adv-train, task-textclass, task-seq2seq	1	Effective Adversarial Regularization for Neural Machine Translation	Motoki Sato, Jun Suzuki, Shun Kiyono	https://www.aclweb.org/anthology/P19-1020.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-transformer, pre-elmo, pre-bert, task-textpair, task-lm, task-cloze	37	BERT Rediscovers the Classical NLP Pipeline	Ian Tenney, Dipanjan Das, Ellie Pavlick	https://www.aclweb.org/anthology/P19-1452.pdf
2019	ACL	# optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, search-beam, pre-glove, pre-elmo, task-spanlab	2	Exploiting Explicit Paths for Multi-hop Reading Comprehension	Souvik Kundu, Tushar Khot, Ashish Sabharwal, Peter Clark	https://www.aclweb.org/anthology/P19-1263.pdf
2019	ACL	# optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-glove, task-textclass, task-seq2seq	0	Progressive Self-Supervised Attention Learning for Aspect-Level Sentiment Analysis	Jialong Tang, Ziyao Lu, Jinsong Su, Yubin Ge, Linfeng Song, Le Sun, Jiebo Luo	https://www.aclweb.org/anthology/P19-1053.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-residual, arch-copy, pre-glove, task-lm, task-seq2seq	4	EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing	Yue Dong, Zichao Li, Mehdi Rezagholizadeh, Jackie Chi Kit Cheung	https://www.aclweb.org/anthology/P19-1331.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-coverage, comb-ensemble, search-viterbi, pre-elmo	5	Wide-Coverage Neural A* Parsing for Minimalist Grammars	John Torr, Milos Stanojevic, Mark Steedman, Shay B. Cohen	https://www.aclweb.org/anthology/P19-1238.pdf
2019	ACL	# optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-gcnn, arch-cnn, arch-att, arch-selfatt, arch-gating, arch-memo, arch-transformer, task-lm, task-seq2seq, task-alignment, meta-arch	1	Improving Neural Language Models by Segmenting, Attending, and Predicting the Future	Hongyin Luo, Lan Jiang, Yonatan Belinkov, James Glass	https://www.aclweb.org/anthology/P19-1144.pdf
2019	ACL	# optim-adam, optim-projection, train-mtl, train-transfer, arch-lstm, arch-coverage, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textclass, task-lm, task-cloze	0	Topic Sensitive Attention on Generic Corpora Corrects Sense Bias in Pretrained Embeddings	Vihari Piratla, Sunita Sarawagi, Soumen Chakrabarti	https://www.aclweb.org/anthology/P19-1168.pdf
2019	ACL	# optim-adam, optim-projection, reg-labelsmooth, train-transfer, activ-relu, pool-max, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, pre-glove, pre-bert, latent-topic, task-textpair, task-lm, task-seq2seq	2	Zero-shot Word Sense Disambiguation using Sense Definition Embeddings	Sawan Kumar, Sharmistha Jat, Karan Saxena, Partha Talukdar	https://www.aclweb.org/anthology/P19-1568.pdf
2019	ACL	# optim-adam, reg-norm, train-mtl, train-mll, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-glove, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-textclass, task-textpair, task-lm	0	EigenSent: Spectral sentence embeddings using higher-order Dynamic Mode Decomposition	Subhradeep Kayal, George Tsatsaronis	https://www.aclweb.org/anthology/P19-1445.pdf
2019	ACL	# train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-bert, task-textclass, task-spanlab, task-lm, task-seq2seq, task-cloze	2	Exploring Pre-trained Language Models for Event Extraction and Generation	Sen Yang, Dawei Feng, Linbo Qiao, Zhigang Kan, Dongsheng Li	https://www.aclweb.org/anthology/P19-1522.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-transformer, task-condlm, task-seq2seq	0	Expressing Visual Relationships via Language	Hao Tan, Franck Dernoncourt, Zhe Lin, Trung Bui, Mohit Bansal	https://www.aclweb.org/anthology/P19-1182.pdf
2019	ACL	# init-glorot, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-energy, comb-ensemble, pre-fasttext, pre-bert, struct-crf, task-relation	0	An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing	Zhisong Zhang, Xuezhe Ma, Eduard Hovy	https://www.aclweb.org/anthology/P19-1562.pdf
2019	ACL	# arch-lstm, arch-bilstm, arch-att, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm, task-cloze	3	Classification and Clustering of Arguments with Contextualized Word Embeddings	Nils Reimers, Benjamin Schiller, Tilman Beck, Johannes Daxenberger, Christian Stab, Iryna Gurevych	https://www.aclweb.org/anthology/P19-1054.pdf
2019	ACL	# optim-sgd, reg-dropout, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-bert, struct-crf, task-spanlab, task-lm	0	Eliciting Knowledge from Experts: Automatic Transcript Parsing for Cognitive Task Analysis	Junyi Du, He Jiang, Jiaming Shen, Xiang Ren	https://www.aclweb.org/anthology/P19-1420.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, pool-max, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-memo, pre-bert, struct-crf, task-seqlab, task-spanlab	6	Dynamically Fused Graph Network for Multi-hop Reasoning	Lin Qiu, Yunxuan Xiao, Yanru Qu, Hao Zhou, Lei Li, Weinan Zhang, Yong Yu	https://www.aclweb.org/anthology/P19-1617.pdf
2019	ACL	# optim-adam, optim-projection, init-glorot, pool-max, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-glove, task-condlm, task-seq2seq	6	Attention Guided Graph Convolutional Networks for Relation Extraction	Zhijiang Guo, Yan Zhang, Wei Lu	https://www.aclweb.org/anthology/P19-1024.pdf
2019	ACL	# arch-lstm, arch-bilstm, arch-att, arch-selfatt, struct-crf, nondif-reinforce, task-seqlab, task-condlm	0	A Prism Module for Semantic Disentanglement in Name Entity Recognition	Kun Liu, Shen Li, Daqi Zheng, Zhengdong Lu, Sheng Gao, Si Li	https://www.aclweb.org/anthology/P19-1532.pdf
2019	ACL	# optim-adam, arch-lstm, arch-att, arch-coverage, comb-ensemble, search-beam, latent-vae, task-lm, task-seq2seq	1	Boosting Dialog Response Generation	Wenchao Du, Alan W Black	https://www.aclweb.org/anthology/P19-1005.pdf
2019	ACL	# optim-adam, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-elmo, pre-bert, task-seqlab, task-lm, task-seq2seq, task-relation, meta-arch	76	Energy and Policy Considerations for Deep Learning in NLP	Emma Strubell, Ananya Ganesh, Andrew McCallum	https://www.aclweb.org/anthology/P19-1355.pdf
2019	ACL	# optim-sgd, optim-adam, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-cnn, arch-att, arch-memo, pre-glove, task-textpair	1	Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification	Zhi-Xiu Ye, Zhen-Hua Ling	https://www.aclweb.org/anthology/P19-1277.pdf
2019	ACL	# optim-adam, reg-dropout, train-transfer, train-active, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-gating, arch-subword, pre-fasttext, pre-glove, task-lm, task-seq2seq	1	Low-resource Deep Entity Resolution with Transfer and Active Learning	Jungo Kasai, Kun Qian, Sairam Gurajada, Yunyao Li, Lucian Popa	https://www.aclweb.org/anthology/P19-1586.pdf
2019	ACL	# optim-sgd, optim-adam, init-glorot, reg-dropout, reg-patience, train-mtl, train-mll, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-gating, search-viterbi, pre-glove, struct-crf, adv-examp, task-seqlab, task-lm, task-seq2seq	1	Sentiment Tagging with Partial Labels using Modular Architectures	Xiao Zhang, Dan Goldwasser	https://www.aclweb.org/anthology/P19-1055.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, struct-crf, task-lm, task-seq2seq	1	Confusionset-guided Pointer Networks for Chinese Spelling Check	Dingmin Wang, Yi Tay, Li Zhong	https://www.aclweb.org/anthology/P19-1578.pdf
2019	ACL	# optim-adam, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, adv-train, task-spanlab, task-lm, task-seq2seq	0	Asking the Crowd: Question Analysis, Evaluation and Generation for Open Discussion on Online Forums	Zi Chai, Xinyu Xing, Xiaojun Wan, Bo Huang	https://www.aclweb.org/anthology/P19-1497.pdf
2019	ACL	# optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-bilinear, pre-glove, pre-elmo, pre-bert, struct-crf, task-seq2seq, task-relation	3	A Unified Linear-Time Framework for Sentence-Level Discourse Parsing	Xiang Lin, Shafiq Joty, Prathyusha Jwalapuram, M Saiful Bari	https://www.aclweb.org/anthology/P19-1410.pdf
2019	ACL	# arch-rnn, arch-lstm, arch-gru, arch-gnn, arch-att, arch-selfatt, task-seq2seq, task-tree	5	Representing Schema Structure with Graph Neural Networks for Text-to-SQL Parsing	Ben Bogin, Jonathan Berant, Matt Gardner	https://www.aclweb.org/anthology/P19-1448.pdf
2019	ACL	# optim-adagrad, init-glorot, norm-gradient, pool-max, arch-lstm, arch-att, arch-selfatt, arch-bilinear, pre-glove, task-textclass, task-seq2seq	1	Evaluating Discourse in Structured Text Representations	Elisa Ferracane, Greg Durrett, Junyi Jessy Li, Katrin Erk	https://www.aclweb.org/anthology/P19-1062.pdf
2019	ACL	# optim-sgd, optim-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-lstm, arch-subword, pre-word2vec, pre-elmo, adv-train, loss-svd, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon, task-alignment	1	Unsupervised Multilingual Word Embedding with Limited Resources using Neural Language Models	Takashi Wada, Tomoharu Iwata, Yuji Matsumoto	https://www.aclweb.org/anthology/P19-1300.pdf
2019	ACL	# optim-projection, train-mll, train-transfer, train-augment, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-subword, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation	4	Choosing Transfer Languages for Cross-Lingual Learning	Yu-Hsiang Lin, Chian-Yu Chen, Jean Lee, Zirui Li, Yuyan Zhang, Mengzhou Xia, Shruti Rijhwani, Junxian He, Zhisong Zhang, Xuezhe Ma, Antonios Anastasopoulos, Patrick Littell, Graham Neubig	https://www.aclweb.org/anthology/P19-1301.pdf
2019	ACL	# optim-projection, train-mll, arch-lstm, arch-cnn, arch-coverage, arch-subword, pre-fasttext, task-seq2seq	0	SphereRE: Distinguishing Lexical Relations with Hyperspherical Relation Embeddings	Chengyu Wang, Xiaofeng He, Aoying Zhou	https://www.aclweb.org/anthology/P19-1169.pdf
2019	ACL	# train-mll, arch-lstm, arch-att, arch-coverage, struct-crf, adv-train, task-seq2seq, task-alignment	0	Improved Sentiment Detection via Label Transfer from Monolingual to Synthetic Code-Switched Text	Bidisha Samanta, Niloy Ganguly, Soumen Chakrabarti	https://www.aclweb.org/anthology/P19-1343.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, arch-memo, arch-copy, pre-glove, task-relation	4	GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction	Tsu-Jui Fu, Peng-Hsuan Li, Wei-Yun Ma	https://www.aclweb.org/anthology/P19-1136.pdf
2019	ACL	# optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-copy, task-spanlab, task-lm, task-seq2seq	1	Interconnected Question Generation with Coreference Alignment and Conversation Flow Modeling	Yifan Gao, Piji Li, Irwin King, Michael R. Lyu	https://www.aclweb.org/anthology/P19-1480.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, reg-patience, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, latent-vae, task-textpair, task-lm, task-seq2seq	7	Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study	Chinnadhurai Sankar, Sandeep Subramanian, Chris Pal, Sarath Chandar, Yoshua Bengio	https://www.aclweb.org/anthology/P19-1004.pdf
2019	ACL	# optim-adam, optim-adagrad, reg-dropout, reg-labelsmooth, norm-layer, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-paravec, task-seq2seq	9	Hierarchical Transformers for Multi-Document Summarization	Yang Liu, Mirella Lapata	https://www.aclweb.org/anthology/P19-1500.pdf
2019	ACL	# optim-sgd, optim-adam, init-glorot, reg-dropout, reg-stopping, reg-patience, arch-lstm, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, task-textclass, task-seq2seq	0	Unraveling Antonym’s Word Vectors through a Siamese-like Network	Mathias Etcheverry, Dina Wonsever	https://www.aclweb.org/anthology/P19-1319.pdf
2019	ACL	# optim-adam, init-glorot, train-mtl, arch-lstm, arch-att, arch-selfatt, comb-ensemble, pre-elmo, struct-crf, task-seq2seq, task-relation, task-tree	1	How to Best Use Syntax in Semantic Role Labelling	Yufei Wang, Mark Johnson, Stephen Wan, Yifang Sun, Wei Wang	https://www.aclweb.org/anthology/P19-1529.pdf
2019	ACL	# optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, pre-fasttext, pre-paravec, pre-bert, struct-crf, adv-train, task-textclass, task-seqlab, task-seq2seq, task-tree, task-lexicon, task-alignment	3	Multi-Source Cross-Lingual Model Transfer: Learning What to Share	Xilun Chen, Ahmed Hassan Awadallah, Hany Hassan, Wei Wang, Claire Cardie	https://www.aclweb.org/anthology/P19-1299.pdf
2019	ACL	# optim-adam, optim-projection, init-glorot, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-glove, pre-elmo, task-lm, task-relation	1	Revisiting Joint Modeling of Cross-document Entity and Event Coreference Resolution	Shany Barhom, Vered Shwartz, Alon Eirew, Michael Bugert, Nils Reimers, Ido Dagan	https://www.aclweb.org/anthology/P19-1409.pdf
2019	EMNLP	# optim-adam, train-mtl, train-mll, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, comb-ensemble, pre-glove, pre-elmo, pre-bert, latent-vae, task-textclass, task-seq2seq	0	Modelling the interplay of metaphor and emotion through multitask learning	Verna Dankers, Marek Rei, Martha Lewis, Ekaterina Shutova	https://www.aclweb.org/anthology/D19-1227.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-lstm, arch-att, arch-subword, pre-fasttext, task-textpair, task-condlm, task-seq2seq	0	YouMakeup: A Large-Scale Domain-Specific Multimodal Dataset for Fine-Grained Semantic Comprehension	Weiying Wang, Yongcheng Wang, Shizhe Chen, Qin Jin	https://www.aclweb.org/anthology/D19-1517.pdf
2019	EMNLP	# reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq	0	ner and pos when nothing is capitalized	Stephen Mayhew, Tatiana Tsygankova, Dan Roth	https://www.aclweb.org/anthology/D19-1650.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, train-transfer, train-augment, arch-rnn, arch-lstm, arch-att, search-beam, pre-glove, pre-bert, task-lm, task-seq2seq	0	Robust Navigation with Language Pretraining and Stochastic Sampling	Xiujun Li, Chunyuan Li, Qiaolin Xia, Yonatan Bisk, Asli Celikyilmaz, Jianfeng Gao, Noah A. Smith, Yejin Choi	https://www.aclweb.org/anthology/D19-1159.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-elmo, pre-bert, adv-examp, task-textclass, task-spanlab, task-lm, task-seq2seq, task-cloze	0	AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models	Eric Wallace, Jens Tuyls, Junlin Wang, Sanjay Subramanian, Matt Gardner, Sameer Singh	https://www.aclweb.org/anthology/D19-3002.pdf
2019	EMNLP	# init-glorot, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, latent-vae, task-lm, task-seq2seq	0	Parallel Iterative Edit Models for Local Sequence Transduction	Abhijeet Awasthi, Sunita Sarawagi, Rasna Goyal, Sabyasachi Ghosh, Vihari Piratla	https://www.aclweb.org/anthology/D19-1435.pdf
2019	EMNLP	# optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, search-beam, pre-elmo, task-extractive	5	Neural Extractive Text Summarization with Syntactic Compression	Jiacheng Xu, Greg Durrett	https://www.aclweb.org/anthology/D19-1324.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, activ-relu, arch-lstm, struct-crf, latent-vae, task-seqlab	0	Combining Spans into Entities: A Neural Two-Stage Approach for Recognizing Discontiguous Entities	Bailin Wang, Wei Lu	https://www.aclweb.org/anthology/D19-1644.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	0	Bias and Fairness in Natural Language Processing	Kai-Wei Chang, Vinod Prabhakaran, Vicente Ordonez	https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-sgd, reg-dropout, reg-patience, arch-lstm, latent-vae, task-textpair, task-lm	1	A Surprisingly Effective Fix for Deep Latent Variable Modeling of Text	Bohan Li, Junxian He, Graham Neubig, Taylor Berg-Kirkpatrick, Yiming Yang	https://www.aclweb.org/anthology/D19-1370.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-worddropout, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, nondif-reinforce, task-textclass, task-seq2seq, task-tree	0	Automatically Learning Data Augmentation Policies for Dialogue Tasks	Tong Niu, Mohit Bansal	https://www.aclweb.org/anthology/D19-1132.pdf
2019	EMNLP	# train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, pre-fasttext, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq	0	“Transforming” Delete, Retrieve, Generate Approach for Controlled Text Style Transfer	Akhilesh Sudhakar, Bhargav Upadhyay, Arjun Maheswaran	https://www.aclweb.org/anthology/D19-1322.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm, task-relation, task-tree	0	Syntax-aware Multilingual Semantic Role Labeling	Shexia He, Zuchao Li, Hai Zhao	https://www.aclweb.org/anthology/D19-1538.pdf
2019	EMNLP	# reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-att, arch-memo, task-textclass	0	Using Customer Service Dialogues for Satisfaction Analysis with Context-Assisted Multiple Instance Learning	Kaisong Song, Lidong Bing, Wei Gao, Jun Lin, Lujun Zhao, Jiancheng Wang, Changlong Sun, Xiaozhong Liu, Qiong Zhang	https://www.aclweb.org/anthology/D19-1019.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, reg-decay, train-mll, train-transfer, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-coverage, arch-transformer, struct-crf, task-seqlab	1	Low-Resource Name Tagging Learned with Weakly Labeled Data	Yixin Cao, Zikun Hu, Tat-seng Chua, Zhiyuan Liu, Heng Ji	https://www.aclweb.org/anthology/D19-1025.pdf
2019	EMNLP	# reg-dropout, train-augment, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-coverage, arch-transformer, pre-glove, task-textclass	0	Improving Relation Extraction with Knowledge-attention	Pengfei Li, Kezhi Mao, Xuefeng Yang, Qi Li	https://www.aclweb.org/anthology/D19-1022.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, search-beam, task-spanlab, task-lm, task-seq2seq	0	Multi-task Learning for Natural Language Generation in Task-Oriented Dialogue	Chenguang Zhu, Michael Zeng, Xuedong Huang	https://www.aclweb.org/anthology/D19-1123.pdf
2019	EMNLP	# activ-relu, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, comb-ensemble, pre-elmo, pre-bert, struct-crf, task-seqlab, task-relation, task-tree	1	Dependency-Guided LSTM-CRF for Named Entity Recognition	Zhanming Jie, Wei Lu	https://www.aclweb.org/anthology/D19-1399.pdf
2019	EMNLP	# optim-adam, optim-projection, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, pre-glove, pre-elmo, pre-bert, latent-vae, task-spanlab	0	Answering questions by learning to rank - Learning to rank by answering questions	George Sebastian Pirtoaca, Traian Rebedea, Stefan Ruseti	https://www.aclweb.org/anthology/D19-1256.pdf
2019	EMNLP	# optim-adam, reg-norm, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, pre-fasttext, pre-glove, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq, task-lexicon	0	Cross-Cultural Transfer Learning for Text Classification	Dor Ringel, Gal Lavee, Ido Guy, Kira Radinsky	https://www.aclweb.org/anthology/D19-1400.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-att, pre-word2vec, pre-fasttext, pre-glove, latent-topic, task-textclass, task-lm	0	Latent Suicide Risk Detection on Microblog via Suicide-Oriented Word Embeddings and Layered Attention	Lei Cao, Huijun Zhang, Ling Feng, Zihan Wei, Xin Wang, Ningyun Li, Xiaohao He	https://www.aclweb.org/anthology/D19-1181.pdf
2019	EMNLP	# pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-skipthought, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-cloze	0	UER: An Open-Source Toolkit for Pre-training Models	Zhe Zhao, Hui Chen, Jinbin Zhang, Xin Zhao, Tao Liu, Wei Lu, Xi Chen, Haotang Deng, Qi Ju, Xiaoyong Du	https://www.aclweb.org/anthology/D19-3041.pdf
2019	EMNLP	# reg-dropout, pool-max, arch-lstm, arch-att, arch-transformer, comb-ensemble, pre-elmo, pre-bert, task-textpair, task-spanlab, task-lm, task-seq2seq	0	Aggregating Bidirectional Encoder Representations Using MatchLSTM for Sequence Matching	Bo Shao, Yeyun Gong, Weizhen Qi, Nan Duan, Xiaola Lin	https://www.aclweb.org/anthology/D19-1626.pdf
2019	EMNLP	# optim-adam, optim-projection, arch-lstm, arch-att, arch-selfatt, comb-ensemble, pre-glove, task-condlm	5	Dual Attention Networks for Visual Reference Resolution in Visual Dialog	Gi-Cheon Kang, Jaeseo Lim, Byoung-Tak Zhang	https://www.aclweb.org/anthology/D19-1209.pdf
2019	EMNLP	# train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-copy, arch-subword, task-lm, task-seq2seq	0	Don’t Just Scratch the Surface: Enhancing Word Representations for Korean with Hanja	Kang Min Yoo, Taeuk Kim, Sang-goo Lee	https://www.aclweb.org/anthology/D19-1358.pdf
2019	EMNLP	# optim-sgd, optim-adam, norm-layer, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, task-seq2seq	0	Combining Global Sparse Gradients with Local Gradients in Distributed Neural Network Training	Alham Fikri Aji, Kenneth Heafield, Nikolay Bogoychev	https://www.aclweb.org/anthology/D19-1373.pdf
2019	EMNLP	# optim-sgd, reg-decay, train-transfer, arch-lstm, arch-subword, search-beam, task-seq2seq, task-alignment	0	HABLex: Human Annotated Bilingual Lexicons for Experiments in Machine Translation	Brian Thompson, Rebecca Knowles, Xuan Zhang, Huda Khayrallah, Kevin Duh, Philipp Koehn	https://www.aclweb.org/anthology/D19-1142.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, search-beam, pre-bert, task-spanlab, task-lm, task-seq2seq	0	Restoring ancient text using deep learning: a case study on Greek epigraphy	Yannis Assael, Thea Sommerschield, Jonathan Prag	https://www.aclweb.org/anthology/D19-1668.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mtl, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, pre-bert, struct-crf, task-lm, task-seq2seq	0	A Novel Aspect-Guided Deep Transition Model for Aspect Based Sentiment Analysis	Yunlong Liang, Fandong Meng, Jinchao Zhang, Jinan Xu, Yufeng Chen, Jie Zhou	https://www.aclweb.org/anthology/D19-1559.pdf
2019	EMNLP	# arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq	0	Weakly Supervised Attention Networks for Entity Recognition	Barun Patra, Joel Ruben Antony Moniz	https://www.aclweb.org/anthology/D19-1652.pdf
2019	EMNLP	# reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-coverage, pre-glove, pre-elmo, pre-bert, loss-svd, task-lm	0	Detect Camouflaged Spam Content via StoneSkipping: Graph and Text Joint Embedding for Chinese Character Variation Representation	Zhuoren Jiang, Zhe Gao, Guoxiu He, Yangyang Kang, Changlong Sun, Qiong Zhang, Luo Si, Xiaozhong Liu	https://www.aclweb.org/anthology/D19-1640.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-memo, arch-coverage, pre-word2vec, struct-crf, task-seq2seq	0	A Knowledge Regularized Hierarchical Approach for Emotion Cause Analysis	Chuang Fan, Hongyu Yan, Jiachen Du, Lin Gui, Lidong Bing, Min Yang, Ruifeng Xu, Ruibin Mao	https://www.aclweb.org/anthology/D19-1563.pdf
2019	EMNLP	# optim-sgd, optim-adam, arch-lstm, arch-att, adv-train, task-lm	0	Pun-GAN: Generative Adversarial Network for Pun Generation	Fuli Luo, Shunyao Li, Pengcheng Yang, Lei Li, Baobao Chang, Zhifang Sui, Xu Sun	https://www.aclweb.org/anthology/D19-1336.pdf
2019	EMNLP	# optim-adam, reg-norm, pool-max, pool-mean, arch-lstm, task-textclass	0	Out-of-Domain Detection for Low-Resource Text Classification Tasks	Ming Tan, Yang Yu, Haoyu Wang, Dakuo Wang, Saloni Potdar, Shiyu Chang, Mo Yu	https://www.aclweb.org/anthology/D19-1364.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, search-greedy, search-beam, pre-word2vec, pre-glove, loss-svd, task-seq2seq	0	Low-Rank HOCA: Efficient High-Order Cross-Modal Attention for Video Captioning	Tao Jin, Siyu Huang, Yingming Li, Zhongfei Zhang	https://www.aclweb.org/anthology/D19-1207.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-gating, arch-coverage, pre-fasttext, pre-bert, task-spanlab, task-lm	1	Interactive Language Learning by Question Answering	Xingdi Yuan, Marc-Alexandre Côté, Jie Fu, Zhouhan Lin, Chris Pal, Yoshua Bengio, Adam Trischler	https://www.aclweb.org/anthology/D19-1280.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-bilinear, pre-word2vec, pre-elmo, task-seq2seq, task-relation	0	Hierarchical Pointer Net Parsing	Linlin Liu, Xiang Lin, Shafiq Joty, Simeng Han, Lidong Bing	https://www.aclweb.org/anthology/D19-1093.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, reg-norm, reg-decay, arch-lstm, arch-bilstm, arch-bilinear, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation	1	Designing and Interpreting Probes with Control Tasks	John Hewitt, Percy Liang	https://www.aclweb.org/anthology/D19-1275.pdf
2019	EMNLP	# optim-projection, train-transfer, arch-rnn, arch-lstm, pre-elmo, pre-bert, adv-train, task-textclass, task-seqlab, task-lm, task-cloze	4	Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence Labeling	Xiaochuang Han, Jacob Eisenstein	https://www.aclweb.org/anthology/D19-1433.pdf
2019	EMNLP	# reg-dropout, train-active, arch-lstm, arch-cnn, comb-ensemble, search-viterbi, struct-crf, latent-vae, task-seqlab	1	A Bayesian Approach for Sequence Tagging with Crowds	Edwin D. Simpson, Iryna Gurevych	https://www.aclweb.org/anthology/D19-1101.pdf
2019	EMNLP	# optim-projection, train-mll, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-subword, struct-crf, task-seqlab, task-seq2seq, task-lexicon, task-alignment	0	Entity Projection via Machine Translation for Cross-Lingual NER	Alankar Jain, Bhargavi Paranjape, Zachary C. Lipton	https://www.aclweb.org/anthology/D19-1100.pdf
2019	EMNLP	# optim-adam, reg-stopping, arch-rnn, arch-lstm, arch-att, arch-gating, adv-train, task-lm, task-condlm, task-seq2seq	0	Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review Generation	Cristina Garbacea, Samuel Carton, Shiyan Yan, Qiaozhu Mei	https://www.aclweb.org/anthology/D19-1409.pdf
2019	EMNLP	# optim-adam, reg-dropout, pool-max, arch-lstm, arch-att, arch-selfatt, pre-glove, task-spanlab	0	Ranking and Sampling in Open-Domain Question Answering	Yanfu Xu, Zheng Lin, Yuanxin Liu, Rui Liu, Weiping Wang, Dan Meng	https://www.aclweb.org/anthology/D19-1245.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-att, arch-coverage, comb-ensemble, search-beam, pre-glove, task-lm, task-tree	0	Span-based Hierarchical Semantic Parsing for Task-Oriented Dialog	Panupong Pasupat, Sonal Gupta, Karishma Mandyam, Rushin Shah, Mike Lewis, Luke Zettlemoyer	https://www.aclweb.org/anthology/D19-1163.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gnn, arch-cnn, arch-att, pre-fasttext, task-textclass	0	PRADO: Projection Attention Networks for Document Classification On-Device	Prabhu Kaliamoorthi, Sujith Ravi, Zornitsa Kozareva	https://www.aclweb.org/anthology/D19-1506.pdf
2019	EMNLP	# optim-sgd, optim-adam, arch-lstm, arch-subword, loss-nce, task-lm, task-seq2seq	0	Experimenting with Power Divergences for Language Modeling	Matthieu Labeau, Shay B. Cohen	https://www.aclweb.org/anthology/D19-1421.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-norm, arch-rnn, arch-lstm, arch-att, task-textpair, task-tree	1	Posing Fair Generalization Tasks for Natural Language Inference	Atticus Geiger, Ignacio Cases, Lauri Karttunen, Christopher Potts	https://www.aclweb.org/anthology/D19-1456.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-copy, arch-coverage, pre-word2vec, latent-vae, task-lm, task-seq2seq	0	Unsupervised Context Rewriting for Open Domain Conversation	Kun Zhou, Kai Zhang, Yu Wu, Shujie Liu, Jingsong Yu	https://www.aclweb.org/anthology/D19-1192.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-recnn, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seq2seq	2	Towards Better Modeling Hierarchical Structure for Self-Attention with Ordered Neurons	Jie Hao, Xing Wang, Shuming Shi, Jinfeng Zhang, Zhaopeng Tu	https://www.aclweb.org/anthology/D19-1135.pdf
2019	EMNLP	# reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo	0	Aspect-Level Sentiment Analysis Via Convolution over Dependency Tree	Kai Sun, Richong Zhang, Samuel Mensah, Yongyi Mao, Xudong Liu	https://www.aclweb.org/anthology/D19-1569.pdf
2019	EMNLP	# optim-adagrad, reg-norm, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-att, arch-bilinear, pre-glove, task-textclass, task-relation, task-tree	0	Event Representation Learning Enhanced with External Commonsense Knowledge	Xiao Ding, Kuo Liao, Ting Liu, Zhongyang Li, Junwen Duan	https://www.aclweb.org/anthology/D19-1495.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, arch-lstm, arch-cnn, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert	0	An Improved Neural Baseline for Temporal Relation Extraction	Qiang Ning, Sanjay Subramanian, Dan Roth	https://www.aclweb.org/anthology/D19-1642.pdf
2019	EMNLP	# optim-adam, train-mtl, train-mll, train-transfer, arch-lstm, arch-cnn, arch-att, arch-memo, pre-bert, adv-train, latent-topic, task-lexicon	1	Contrastive Language Adaptation for Cross-Lingual Stance Detection	Mitra Mohtarami, James Glass, Preslav Nakov	https://www.aclweb.org/anthology/D19-1452.pdf
2019	EMNLP	# optim-adam, train-transfer, arch-rnn, arch-lstm, arch-att, pre-fasttext, pre-bert, loss-margin, loss-triplet, task-lm, task-condlm, task-seq2seq	0	Multi-Head Attention with Diversity for Learning Grounded Multilingual Multimodal Representations	Po-Yao Huang, Xiaojun Chang, Alexander Hauptmann	https://www.aclweb.org/anthology/D19-1154.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, norm-layer, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-residual, search-beam, struct-crf, task-lm, task-seq2seq	0	Efficient Convolutional Neural Networks for Diacritic Restoration	Sawsan Alqahtani, Ajay Mishra, Mona Diab	https://www.aclweb.org/anthology/D19-1151.pdf
2019	EMNLP	# optim-adam, train-mll, train-augment, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textpair, task-spanlab, task-lm, task-tree	0	Do NLP Models Know Numbers? Probing Numeracy in Embeddings	Eric Wallace, Yizhong Wang, Sujian Li, Sameer Singh, Matt Gardner	https://www.aclweb.org/anthology/D19-1534.pdf
2019	EMNLP	# reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-lm	1	Quantity doesn’t buy quality syntax with neural language models	Marten van Schijndel, Aaron Mueller, Tal Linzen	https://www.aclweb.org/anthology/D19-1592.pdf
2019	EMNLP	# reg-dropout, reg-worddropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-coverage, pre-word2vec, struct-crf, task-textclass, task-lm, task-seq2seq	0	Training Data Augmentation for Detecting Adverse Drug Reactions in User-Generated Content	Sepideh Mesbah, Jie Yang, Robert-Jan Sips, Manuel Valle Torre, Christoph Lofi, Alessandro Bozzon, Geert-Jan Houben	https://www.aclweb.org/anthology/D19-1239.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	74	Semantic Specialization of Distributional Word Vectors	Goran Glavaś, Edoardo Maria Ponti, Ivan Vulić	https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-att, comb-ensemble, pre-word2vec, task-seq2seq	0	Journalist-in-the-Loop: Continuous Learning as a Service for Rumour Analysis	Twin Karmakharm, Nikolaos Aletras, Kalina Bontcheva	https://www.aclweb.org/anthology/D19-3020.pdf
2019	EMNLP	# optim-sgd, optim-projection, reg-dropout, norm-layer, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, adv-train, latent-vae, task-condlm, task-seq2seq	0	Semi-supervised Text Style Transfer: Cross Projection in Latent Space	Mingyue Shang, Piji Li, Zhenxin Fu, Lidong Bing, Dongyan Zhao, Shuming Shi, Rui Yan	https://www.aclweb.org/anthology/D19-1499.pdf
2019	EMNLP	# train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-subword, pre-fasttext, struct-crf, adv-train, latent-vae, task-seqlab, task-seq2seq, task-lexicon	1	Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables	Zihan Liu, Jamin Shin, Yan Xu, Genta Indra Winata, Peng Xu, Andrea Madotto, Pascale Fung	https://www.aclweb.org/anthology/D19-1129.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-bilinear, search-viterbi, pre-glove, pre-elmo, struct-crf, task-seqlab, task-condlm	0	Phrase Grounding by Soft-Label Chain Conditional Random Field	Jiacheng Liu, Julia Hockenmaier	https://www.aclweb.org/anthology/D19-1515.pdf
2019	EMNLP	# optim-adam, init-glorot, train-mtl, train-mll, train-active, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-transformer, search-viterbi, pre-glove, struct-crf, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation	0	Hierarchically-Refined Label Attention Network for Sequence Labeling	Leyang Cui, Yue Zhang	https://www.aclweb.org/anthology/D19-1422.pdf
2019	EMNLP	# reg-stopping, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, meta-arch	1	Show Your Work: Improved Reporting of Experimental Results	Jesse Dodge, Suchin Gururangan, Dallas Card, Roy Schwartz, Noah A. Smith	https://www.aclweb.org/anthology/D19-1224.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-word2vec, pre-bert, task-seqlab, task-seq2seq, task-relation, task-tree	0	A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role Labeling	Qingrong Xia, Zhenghua Li, Min Zhang	https://www.aclweb.org/anthology/D19-1541.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-norm, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-copy, task-seq2seq	0	Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever	Libo Qin, Yijia Liu, Wanxiang Che, Haoyang Wen, Yangming Li, Ting Liu	https://www.aclweb.org/anthology/D19-1013.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, arch-lstm, arch-att, arch-coverage, arch-subword, pre-elmo, pre-bert, task-textpair, task-lm, task-seq2seq, task-cloze, task-alignment	4	Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual Tasks	Haoyang Huang, Yaobo Liang, Nan Duan, Ming Gong, Linjun Shou, Daxin Jiang, Ming Zhou	https://www.aclweb.org/anthology/D19-1252.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	0	Context-Aware Conversation Thread Detection in Multi-Party Chat	Ming Tan, Dakuo Wang, Yupeng Gao, Haoyu Wang, Saloni Potdar, Xiaoxiao Guo, Shiyu Chang, Mo Yu	https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, arch-coverage, comb-ensemble, search-beam, pre-word2vec, task-seqlab, task-lm, task-relation, task-graph	0	Supervising Unsupervised Open Information Extraction Models	Arpita Roy, Youngja Park, Taesung Lee, Shimei Pan	https://www.aclweb.org/anthology/D19-1067.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-decay, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-bert, task-textclass, task-seqlab, task-lm, task-seq2seq	0	Subword Language Model for Query Auto-Completion	Gyuwan Kim	https://www.aclweb.org/anthology/D19-1507.pdf
2019	EMNLP	# optim-projection, reg-dropout, train-mtl, train-parallel, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-gating, arch-memo, arch-coverage, arch-transformer, pre-bert	1	Different Absorption from the Same Sharing: Sifted Multi-task Learning for Fake News Detection	Lianwei Wu, Yuan Rao, Haolin Jin, Ambreen Nazir, Ling Sun	https://www.aclweb.org/anthology/D19-1471.pdf
2019	EMNLP	# reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, task-textclass, task-seq2seq	0	Learning to Learn and Predict: A Meta-Learning Approach for Multi-Label Classification	Jiawei Wu, Wenhan Xiong, William Yang Wang	https://www.aclweb.org/anthology/D19-1444.pdf
2019	EMNLP	# train-mtl, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-word2vec, struct-crf, task-seqlab, task-lm, task-seq2seq	0	Multi-Task Learning for Chemical Named Entity Recognition with Chemical Compound Paraphrasing	Taiki Watanabe, Akihiro Tamura, Takashi Ninomiya, Takuya Makino, Tomoya Iwakura	https://www.aclweb.org/anthology/D19-1648.pdf
2019	EMNLP	# reg-dropout, reg-worddropout, train-transfer, pool-max, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, latent-vae, latent-topic, task-textclass, task-lm, task-seq2seq	0	A Topic Augmented Text Generation Model: Joint Learning of Semantics and Structural Features	Hongyin Tang, Miao Li, Beihong Jin	https://www.aclweb.org/anthology/D19-1513.pdf
2019	EMNLP	# arch-lstm, arch-gru, arch-transformer, task-seqlab, task-condlm, task-seq2seq	2	Neural data-to-text generation: A comparison between pipeline and end-to-end architectures	Thiago Castro Ferreira, Chris van der Lee, Emiel van Miltenburg, Emiel Krahmer	https://www.aclweb.org/anthology/D19-1052.pdf
2019	EMNLP	# reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-glove	0	Improving Fine-grained Entity Typing with Entity Linking	Hongliang Dai, Donghong Du, Xin Li, Yangqiu Song	https://www.aclweb.org/anthology/D19-1643.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-memo, arch-transformer, search-viterbi, pre-word2vec, struct-crf, task-textclass, task-seqlab, task-lm, task-relation	1	A Lexicon-Based Graph Neural Network for Chinese NER	Tao Gui, Yicheng Zou, Qi Zhang, Minlong Peng, Jinlan Fu, Zhongyu Wei, Xuanjing Huang	https://www.aclweb.org/anthology/D19-1096.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	1	, abs		https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mtl, train-mll, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-subword, struct-crf, task-seq2seq	0	Modeling Conversation Structure and Temporal Dynamics for Jointly Predicting Rumor Stance and Veracity	Penghui Wei, Nan Xu, Wenji Mao	https://www.aclweb.org/anthology/D19-1485.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, reg-decay, train-mll, train-transfer, pool-max, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-cloze, task-relation	22	Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT	Shijie Wu, Mark Dredze	https://www.aclweb.org/anthology/D19-1077.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-lstm, arch-att, pre-elmo, pre-bert, task-textpair, task-seqlab, task-lm	0	Entity, Relation, and Event Extraction with Contextualized Span Representations	David Wadden, Ulme Wennberg, Yi Luan, Hannaneh Hajishirzi	https://www.aclweb.org/anthology/D19-1585.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-bilstm, arch-att, pre-glove, pre-bert, latent-vae, task-seq2seq, task-tree	0	Data-Anonymous Encoding for Text-to-SQL Generation	Zhen Dong, Shizhao Sun, Hongzhi Liu, Jian-Guang Lou, Dongmei Zhang	https://www.aclweb.org/anthology/D19-1543.pdf
2019	EMNLP	# reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, task-textclass, task-lm	0	DENS: A Dataset for Multi-class Emotion Analysis	Chen Liu, Muhammad Osama, Anderson De Andrade	https://www.aclweb.org/anthology/D19-1656.pdf
2019	EMNLP	# optim-sgd, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-subword, search-viterbi, pre-word2vec, pre-glove, pre-elmo, struct-crf, latent-vae, task-textpair, task-lm, task-seq2seq	0	A Regularization Approach for Incorporating Event Knowledge and Coreference Relations into Neural Discourse Parsing	Zeyu Dai, Ruihong Huang	https://www.aclweb.org/anthology/D19-1295.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-subword, comb-ensemble, pre-word2vec, pre-fasttext, pre-elmo, struct-crf, task-lm, task-seq2seq, task-relation, task-tree	0	Semi-Supervised Semantic Role Labeling with Cross-View Training	Rui Cai, Mirella Lapata	https://www.aclweb.org/anthology/D19-1094.pdf
2019	EMNLP	# reg-dropout, arch-rnn, arch-lstm, arch-att, arch-copy, pre-glove, task-seq2seq	0	Referring Expression Generation Using Entity Profiles	Meng Cao, Jackie Chi Kit Cheung	https://www.aclweb.org/anthology/D19-1312.pdf
2019	EMNLP	# optim-adam, train-transfer, arch-lstm, arch-att, arch-selfatt, arch-memo, arch-transformer, comb-ensemble, pre-bert, task-seq2seq	0	MoEL: Mixture of Empathetic Listeners	Zhaojiang Lin, Andrea Madotto, Jamin Shin, Peng Xu, Pascale Fung	https://www.aclweb.org/anthology/D19-1012.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-att, adv-train, loss-triplet, task-condlm, task-seq2seq	0	Image Captioning with Very Scarce Supervised Data: Adversarial Semi-Supervised Learning Approach	Dong-Jin Kim, Jinsoo Choi, Tae-Hyun Oh, In So Kweon	https://www.aclweb.org/anthology/D19-1208.pdf
2019	EMNLP	# reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, latent-vae, task-textpair, task-spanlab, task-seq2seq, task-tree, task-graph	0	Don’t paraphrase, detect! Rapid and Effective Data Collection for Semantic Parsing	Jonathan Herzig, Jonathan Berant	https://www.aclweb.org/anthology/D19-1394.pdf
2019	EMNLP	# reg-dropout, reg-labelsmooth, train-mtl, train-mll, train-augment, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, search-greedy, search-beam, pre-glove, pre-bert, task-seq2seq, task-relation, task-tree, task-graph	2	Broad-Coverage Semantic Parsing as Transduction	Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme	https://www.aclweb.org/anthology/D19-1392.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, arch-coverage, search-beam, pre-glove, latent-vae, task-spanlab, task-seq2seq	1	Incorporating External Knowledge into Machine Reading for Generative Question Answering	Bin Bi, Chen Wu, Ming Yan, Wei Wang, Jiangnan Xia, Chenliang Li	https://www.aclweb.org/anthology/D19-1255.pdf
2019	EMNLP	# optim-adam, optim-projection, norm-layer, train-mtl, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-coverage, pre-word2vec, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq	0	Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations	Christian Hadiwinoto, Hwee Tou Ng, Wee Chung Gan	https://www.aclweb.org/anthology/D19-1533.pdf
2019	EMNLP	# arch-lstm, arch-att, pre-glove, pre-elmo, pre-bert, task-textpair, task-spanlab, task-lm, task-tree	1	“Going on a vacation” takes longer than “Going for a walk”: A Study of Temporal Commonsense Understanding	Ben Zhou, Daniel Khashabi, Qiang Ning, Dan Roth	https://www.aclweb.org/anthology/D19-1332.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, arch-lstm, arch-att, arch-coverage, comb-ensemble, search-beam, pre-glove, latent-vae, task-seq2seq, task-tree, task-graph	0	Learning Semantic Parsers from Denotations with Latent Structured Alignments and Abstract Programs	Bailin Wang, Ivan Titov, Mirella Lapata	https://www.aclweb.org/anthology/D19-1391.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, search-beam, pre-fasttext, pre-bert, task-textclass, task-lm, task-seq2seq, task-cloze	1	Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained Aspects	Jianmo Ni, Jiacheng Li, Julian McAuley	https://www.aclweb.org/anthology/D19-1018.pdf
2019	EMNLP	# optim-adagrad, arch-rnn, arch-lstm, pre-word2vec, pre-glove, task-textpair, task-seq2seq, task-relation	0	Bridging the Defined and the Defining: Exploiting Implicit Lexical Semantic Relations in Definition Modeling	Koki Washio, Satoshi Sekine, Tsuneaki Kato	https://www.aclweb.org/anthology/D19-1357.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, norm-gradient, train-transfer, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-seq2seq, task-tree	0	Data Augmentation with Atomic Templates for Spoken Language Understanding	Zijian Zhao, Su Zhu, Kai Yu	https://www.aclweb.org/anthology/D19-1375.pdf
2019	EMNLP	# optim-sgd, arch-lstm, arch-att, arch-selfatt, pre-word2vec, pre-bert, task-textclass, task-textpair, task-lm, task-cloze	0	News2vec: News Network Embedding with Subnode Information	Ye Ma, Lu Zong, Yikang Yang, Jionglong Su	https://www.aclweb.org/anthology/D19-1490.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-cnn, struct-crf, task-seqlab	0	Towards Extracting Medical Family History from Natural Language Interactions: A New Dataset and Baselines	Mahmoud Azab, Stephane Dadian, Vivi Nastase, Larry An, Rada Mihalcea	https://www.aclweb.org/anthology/D19-1122.pdf
2019	EMNLP	# norm-batch, arch-rnn, arch-lstm, arch-att, arch-transformer, pre-fasttext, pre-elmo, pre-bert, nondif-gumbelsoftmax, task-textclass, task-seq2seq, task-relation, task-lexicon	0	What Does This Word Mean? Explaining Contextualized Embeddings with Natural Language Definition	Ting-Yun Chang, Yun-Nung Chen	https://www.aclweb.org/anthology/D19-1627.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-glove, struct-crf, loss-cca, task-seqlab, task-condlm, task-seq2seq, task-relation	0	Partners in Crime: Multi-view Sequential Inference for Movie Understanding	Nikos Papasarantopoulos, Lea Frermann, Mirella Lapata, Shay B. Cohen	https://www.aclweb.org/anthology/D19-1212.pdf
2019	EMNLP	# optim-adam, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, comb-ensemble, pre-fasttext, pre-elmo, latent-vae, task-textclass, task-seq2seq, task-tree	1	Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks	Xinchi Chen, Chunchuan Lyu, Ivan Titov	https://www.aclweb.org/anthology/D19-1544.pdf
2019	EMNLP	# train-augment, arch-lstm, arch-att, task-lm, task-condlm	0	Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation	Arijit Ray, Karan Sikka, Ajay Divakaran, Stefan Lee, Giedrius Burachas	https://www.aclweb.org/anthology/D19-1596.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	0	Dive into Deep Learning for Natural Language Processing	Haibin Lin, Xingjian Shi, Leonard Lausen, Aston Zhang, He He, Sheng Zha, Alexander Smola	https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-sgd, optim-adam, arch-rnn, arch-lstm, arch-gru, arch-gating, arch-coverage, arch-transformer, pre-glove, adv-train, latent-vae, task-seq2seq, task-tree	6	An End-to-End Generative Architecture for Paraphrase Generation	Qian Yang, Zhouyuan Huo, Dinghan Shen, Yong Cheng, Wenlin Wang, Guoyin Wang, Lawrence Carin	https://www.aclweb.org/anthology/D19-1309.pdf
2019	EMNLP	# optim-adam, optim-adadelta, arch-lstm, arch-bilstm, arch-att, arch-bilinear, search-beam, pre-glove, task-spanlab, task-lm	0	Everything Happens for a Reason: Discovering the Purpose of Actions in Procedural Text	Bhavana Dalvi, Niket Tandon, Antoine Bosselut, Wen-tau Yih, Peter Clark	https://www.aclweb.org/anthology/D19-1457.pdf
2019	EMNLP	# optim-adagrad, optim-projection, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-lstm, arch-att, arch-memo, task-seq2seq	4	CAN: Constrained Attention Networks for Multi-Aspect Sentiment Analysis	Mengting Hu, Shiwan Zhao, Li Zhang, Keke Cai, Zhong Su, Renhong Cheng, Xiaowei Shen	https://www.aclweb.org/anthology/D19-1467.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-bilinear, arch-coverage, task-lm, task-relation	0	Towards Zero-shot Language Modeling	Edoardo Maria Ponti, Ivan Vulić, Ryan Cotterell, Roi Reichart, Anna Korhonen	https://www.aclweb.org/anthology/D19-1288.pdf
2019	EMNLP	# optim-projection, train-mll, arch-lstm, arch-bilstm, pre-fasttext, task-seqlab, task-seq2seq	1	Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy Labels	Lukas Lange, Michael A. Hedderich, Dietrich Klakow	https://www.aclweb.org/anthology/D19-1362.pdf
2019	EMNLP	# optim-sgd, reg-dropout, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm	1	Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs	Soumya Sharma, Bishal Santra, Abhik Jana, Santosh Tokala, Niloy Ganguly, Pawan Goyal	https://www.aclweb.org/anthology/D19-1631.pdf
2019	EMNLP	# optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-transformer, task-seq2seq, task-tree	0	Asking Clarification Questions in Knowledge-Based Question Answering	Jingjing Xu, Yuechen Wang, Duyu Tang, Nan Duan, Pengcheng Yang, Qi Zeng, Ming Zhou, Xu Sun	https://www.aclweb.org/anthology/D19-1172.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, norm-gradient, train-transfer, pool-max, pool-mean, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, search-viterbi, pre-glove, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq	0	CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding	Yijin Liu, Fandong Meng, Jinchao Zhang, Jie Zhou, Yufeng Chen, Jinan Xu	https://www.aclweb.org/anthology/D19-1097.pdf
2019	EMNLP	# pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, pre-bert, loss-triplet	0	Improving Answer Selection and Answer Triggering using Hard Negatives	Sawan Kumar, Shweta Garg, Kartik Mehta, Nikhil Rasiwasia	https://www.aclweb.org/anthology/D19-1604.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-transformer, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm	0	How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 Embeddings	Kawin Ethayarajh	https://www.aclweb.org/anthology/D19-1006.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-coverage, pre-glove, pre-bert, struct-crf, task-textclass	0	Detecting Causal Language Use in Science Findings	Bei Yu, Yingya Li, Jun Wang	https://www.aclweb.org/anthology/D19-1473.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-coverage, pre-glove, pre-bert, task-textpair, task-spanlab, task-seq2seq	1	Better Rewards Yield Better Summaries: Learning to Summarise Without References	Florian Böhm, Yang Gao, Christian M. Meyer, Ori Shapira, Ido Dagan, Iryna Gurevych	https://www.aclweb.org/anthology/D19-1307.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, task-condlm, task-seq2seq	0	What You See is What You Get: Visual Pronoun Coreference Resolution in Dialogues	Xintong Yu, Hongming Zhang, Yangqiu Song, Yan Song, Changshui Zhang	https://www.aclweb.org/anthology/D19-1516.pdf
2019	EMNLP	# reg-dropout, arch-lstm, nondif-reinforce, task-seq2seq, meta-init	0	Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations	Xin Lv, Yuxian Gu, Xu Han, Lei Hou, Juanzi Li, Zhiyuan Liu	https://www.aclweb.org/anthology/D19-1334.pdf
2019	EMNLP	# arch-rnn, arch-lstm, pre-glove, task-relation	0	ABSApp: A Portable Weakly-Supervised Aspect-Based Sentiment Extraction System	Oren Pereg, Daniel Korat, Moshe Wasserblat, Jonathan Mamou, Ido Dagan	https://www.aclweb.org/anthology/D19-3001.pdf
2019	EMNLP	# optim-adam, optim-projection, arch-lstm, arch-gru, arch-cnn, pre-word2vec, pre-skipthought, task-textpair, task-lm, task-seq2seq, task-lexicon	0	Incorporating Visual Semantics into Sentence Representations within a Grounded Space	Patrick Bordes, Eloi Zablocki, Laure Soulier, Benjamin Piwowarski, Patrick Gallinari	https://www.aclweb.org/anthology/D19-1064.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	0	Data Collection and End-to-End Learning for Conversational AI	Tsung-Hsien Wen, Pei-Hao Su, Paweł Budzianowski, Iñigo Casanueva, Ivan Vulić	https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-adam, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-selfatt, task-spanlab, task-lm, task-seq2seq	0	Multi-Task Learning with Language Modeling for Question Generation	Wenjie Zhou, Minghua Zhang, Yunfang Wu	https://www.aclweb.org/anthology/D19-1337.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-bert, task-textpair, task-lm	0	Original Semantics-Oriented Attention and Deep Fusion Network for Sentence Matching	Mingtong Liu, Yujie Zhang, Jinan Xu, Yufeng Chen	https://www.aclweb.org/anthology/D19-1267.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-att, pre-bert, struct-crf, task-seqlab, task-seq2seq	0	Gazetteer-Enhanced Attentive Neural Networks for Named Entity Recognition	Hongyu Lin, Yaojie Lu, Xianpei Han, Le Sun, Bin Dong, Shanshan Jiang	https://www.aclweb.org/anthology/D19-1646.pdf
2019	EMNLP	# optim-adam, optim-projection, train-mll, arch-rnn, arch-lstm, arch-att, arch-copy, comb-ensemble, pre-glove, latent-vae, task-relation, task-tree, task-graph, task-lexicon	0	Semantic graph parsing with recurrent neural network DAG grammars	Federico Fancellu, Sorcha Gilroy, Adam Lopez, Mirella Lapata	https://www.aclweb.org/anthology/D19-1278.pdf
2019	EMNLP	# optim-adam, optim-adagrad, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-bilinear, arch-coverage, search-beam, task-extractive, task-seq2seq	0	How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing	Shen Gao, Xiuying Chen, Piji Li, Zhangming Chan, Dongyan Zhao, Rui Yan	https://www.aclweb.org/anthology/D19-1388.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-cnn, arch-att, comb-ensemble, pre-bert, task-textpair, task-seqlab, task-lm	0	IFlyLegal: A Chinese Legal System for Consultation, Law Searching, and Document Analysis	Ziyue Wang, Baoxin Wang, Xingyi Duan, Dayong Wu, Shijin Wang, Guoping Hu, Ting Liu	https://www.aclweb.org/anthology/D19-3017.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, struct-crf, task-textclass, task-extractive, task-lm, task-seq2seq	0	Pretrained Language Models for Sequential Sentence Classification	Arman Cohan, Iz Beltagy, Daniel King, Bhavana Dalvi, Dan Weld	https://www.aclweb.org/anthology/D19-1383.pdf
2019	EMNLP	# optim-adam, train-mtl, train-active, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-elmo, pre-bert, latent-vae, task-textclass, task-lm, task-seq2seq	19	EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks	Jason Wei, Kai Zou	https://www.aclweb.org/anthology/D19-1670.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, reg-decay, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, latent-vae, latent-topic, loss-svd, task-lm, task-seq2seq	0	Adaptive Parameterization for Neural Dialogue Generation	Hengyi Cai, Hongshen Chen, Cheng Zhang, Yonghao Song, Xiaofang Zhao, Dawei Yin	https://www.aclweb.org/anthology/D19-1188.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, comb-ensemble, task-seq2seq, task-tree, task-graph	0	Modeling Graph Structure in Transformer for Better AMR-to-Text Generation	Jie Zhu, Junhui Li, Muhua Zhu, Longhua Qian, Min Zhang, Guodong Zhou	https://www.aclweb.org/anthology/D19-1548.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-memo, adv-train	0	Domain Adaptation for Person-Job Fit with Transferable Deep Global Match Network	Shuqing Bian, Wayne Xin Zhao, Yang Song, Tao Zhang, Ji-Rong Wen	https://www.aclweb.org/anthology/D19-1487.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, train-mtl, train-mll, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-copy, pre-glove, pre-elmo, pre-bert, adv-train, task-spanlab, task-lm, task-seq2seq	2	Adversarial Domain Adaptation for Machine Reading Comprehension	Huazheng Wang, Zhe Gan, Xiaodong Liu, Jingjing Liu, Jianfeng Gao, Hongning Wang	https://www.aclweb.org/anthology/D19-1254.pdf
2019	EMNLP	# reg-dropout, train-transfer, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-glove, task-relation	0	Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction	Qinyuan Ye, Liyuan Liu, Maosen Zhang, Xiang Ren	https://www.aclweb.org/anthology/D19-1397.pdf
2019	EMNLP	# reg-stopping, train-mtl, train-active, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-viterbi, pre-glove, pre-elmo, pre-bert, struct-hmm, struct-crf, task-seqlab, task-lm, task-seq2seq	0	Similarity Based Auxiliary Classifier for Named Entity Recognition	Shiyuan Xiao, Yuanxin Ouyang, Wenge Rong, Jianxin Yang, Zhang Xiong	https://www.aclweb.org/anthology/D19-1105.pdf
2019	EMNLP	# optim-adagrad, arch-lstm, arch-bilstm, arch-att, arch-coverage, task-extractive, task-condlm, task-seq2seq	0	Attention Optimization for Abstractive Document Summarization	Min Gui, Junfeng Tian, Rui Wang, Zhenglu Yang	https://www.aclweb.org/anthology/D19-1117.pdf
2019	EMNLP	# arch-lstm, arch-att, arch-coverage, latent-topic	0	Modeling Frames in Argumentation	Yamen Ajjour, Milad Alshomary, Henning Wachsmuth, Benno Stein	https://www.aclweb.org/anthology/D19-1290.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-att, arch-transformer, pre-glove, task-textclass, task-seq2seq	0	Robust Text Classifier on Test-Time Budgets	Md Rizwan Parvez, Tolga Bolukbasi, Kai-Wei Chang, Venkatesh Saligrama	https://www.aclweb.org/anthology/D19-1108.pdf
2019	EMNLP	# reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, arch-coverage, arch-transformer, pre-elmo, pre-bert, task-lm	1	GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge	Luyao Huang, Chi Sun, Xipeng Qiu, Xuanjing Huang	https://www.aclweb.org/anthology/D19-1355.pdf
2019	EMNLP	# arch-lstm, pre-word2vec	0	Visualizing Trends of Key Roles in News Articles	Chen Xia, Haoxiang Zhang, Jacob Moghtader, Allen Wu, Kai-Wei Chang	https://www.aclweb.org/anthology/D19-3042.pdf
2019	EMNLP	# optim-sgd, init-glorot, train-mll, train-augment, arch-lstm, arch-att, arch-coverage, arch-subword, search-beam, task-lm, task-seq2seq, task-relation	0	Surface Realisation Using Full Delexicalisation	Anastasia Shimorina, Claire Gardent	https://www.aclweb.org/anthology/D19-1305.pdf
2019	EMNLP	# optim-adam, train-mll, arch-rnn, arch-lstm, arch-bilstm, pre-glove, pre-bert, loss-cca, task-seq2seq	0	Dialog Intent Induction with Deep Multi-View Clustering	Hugh Perkins, Yi Yang	https://www.aclweb.org/anthology/D19-1413.pdf
2019	EMNLP	# optim-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-word2vec, task-textclass, task-lm	0	Label-Specific Document Representation for Multi-Label Text Classification	Lin Xiao, Xin Huang, Boli Chen, Liping Jing	https://www.aclweb.org/anthology/D19-1044.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-treelstm, arch-cnn, arch-att, arch-selfatt, arch-subword, pre-glove, task-textclass, task-seq2seq	0	Investigating Dynamic Routing in Tree-Structured LSTM for Sentiment Analysis	Jin Wang, Liang-Chih Yu, K. Robert Lai, Xuejie Zhang	https://www.aclweb.org/anthology/D19-1343.pdf
2019	EMNLP	# optim-adam, init-glorot, arch-lstm, arch-att, task-condlm, task-seq2seq, task-tree	0	RUN through the Streets: A New Dataset and Baseline Models for Realistic Urban Navigation	Tzuf Paz-Argaman, Reut Tsarfaty	https://www.aclweb.org/anthology/D19-1681.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, search-viterbi, pre-word2vec, pre-skipthought, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation	0	Learning to Infer Entities, Properties and their Relations from Clinical Conversations	Nan Du, Mingqiu Wang, Linh Tran, Gang Lee, Izhak Shafran	https://www.aclweb.org/anthology/D19-1503.pdf
2019	EMNLP	# train-mll, arch-rnn, arch-lstm, arch-att, arch-coverage, comb-ensemble, pre-word2vec, pre-bert, latent-topic, task-textclass, task-textpair	0	Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach	Wenpeng Yin, Jamaal Hay, Dan Roth	https://www.aclweb.org/anthology/D19-1404.pdf
2019	EMNLP	# optim-adam, optim-adagrad, norm-layer, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, search-beam, pre-glove, pre-paravec, adv-train, latent-topic, task-textpair, task-extractive, task-spanlab, task-lm, task-condlm, task-seq2seq	0	Topic-Guided Coherence Modeling for Sentence Ordering by Preserving Global and Local Information	Byungkook Oh, Seungmin Seo, Cheolheon Shin, Eunju Jo, Kyong-Ho Lee	https://www.aclweb.org/anthology/D19-1232.pdf
2019	EMNLP	# optim-adam, reg-stopping, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, pre-elmo	0	Rewarding Coreference Resolvers for Being Consistent with World Knowledge	Rahul Aralikatte, Heather Lent, Ana Valeria Gonzalez, Daniel Herschcovich, Chen Qiu, Anders Sandholm, Michael Ringaard, Anders Søgaard	https://www.aclweb.org/anthology/D19-1118.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	1	, abs		https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-adam, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-copy, arch-coverage, comb-ensemble, pre-glove, pre-elmo, pre-bert, latent-vae, task-seq2seq, task-tree	0	Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks	Igor Shalyminov, Sungjin Lee, Arash Eshghi, Oliver Lemon	https://www.aclweb.org/anthology/D19-1183.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, reg-decay, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-att, pre-fasttext, pre-glove, task-textclass	0	Text Level Graph Neural Network for Text Classification	Lianzhe Huang, Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang	https://www.aclweb.org/anthology/D19-1345.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, task-condlm, task-seq2seq	0	Compositional Generalization for Primitive Substitutions	Yuanpeng Li, Liang Zhao, Jianyu Wang, Joel Hestness	https://www.aclweb.org/anthology/D19-1438.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-word2vec, pre-elmo, pre-use, task-textclass, task-textpair, task-seq2seq	0	The Feasibility of Embedding Based Automatic Evaluation for Single Document Summarization	Simeng Sun, Ani Nenkova	https://www.aclweb.org/anthology/D19-1116.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, search-greedy, task-extractive, task-condlm, task-seq2seq	1	An Entity-Driven Framework for Abstractive Summarization	Eva Sharma, Luyang Huang, Zhe Hu, Lu Wang	https://www.aclweb.org/anthology/D19-1323.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, reg-stopping, train-mll, train-transfer, activ-tanh, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, comb-ensemble, pre-word2vec, adv-train, loss-svd, task-seqlab, task-seq2seq, task-relation, task-alignment	0	Neural Cross-Lingual Relation Extraction Based on Bilingual Word Embedding Mapping	Jian Ni, Radu Florian	https://www.aclweb.org/anthology/D19-1038.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, loss-cca, task-lm, task-seq2seq, task-cloze	1	The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives	Elena Voita, Rico Sennrich, Ivan Titov	https://www.aclweb.org/anthology/D19-1448.pdf
2019	EMNLP	# optim-adam, optim-projection, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-spanlab, task-lm, task-seq2seq, task-cloze	0	Learning with Limited Data for Multilingual Reading Comprehension	Kyungjae Lee, Sunghyun Park, Hojae Han, Jinyoung Yeo, Seung-won Hwang, Juho Lee	https://www.aclweb.org/anthology/D19-1283.pdf
2019	EMNLP	# optim-adam, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-att, arch-coverage, arch-subword, nondif-reinforce, latent-vae, task-extractive, task-condlm, task-seq2seq	0	Select and Attend: Towards Controllable Content Selection in Text Generation	Xiaoyu Shen, Jun Suzuki, Kentaro Inui, Hui Su, Dietrich Klakow, Satoshi Sekine	https://www.aclweb.org/anthology/D19-1054.pdf
2019	EMNLP	# optim-projection, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-att, comb-ensemble, struct-crf, task-textclass, task-seqlab, task-seq2seq	0	Fine-grained Knowledge Fusion for Sequence Labeling Domain Adaptation	Huiyun Yang, Shujian Huang, Xin-Yu Dai, Jiajun Chen	https://www.aclweb.org/anthology/D19-1429.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-coverage	2	SyntagNet: Challenging Supervised Word Sense Disambiguation with Lexical-Semantic Combinations	Marco Maru, Federico Scozzafava, Federico Martelli, Roberto Navigli	https://www.aclweb.org/anthology/D19-1359.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-att, arch-memo, arch-coverage, arch-transformer, task-lm, task-condlm, task-seq2seq	0	Generating Classical Chinese Poems from Vernacular Chinese	Zhichao Yang, Pengshan Cai, Yansong Feng, Fei Li, Weijiang Feng, Elena Suet-Ying Chiu, Hong Yu	https://www.aclweb.org/anthology/D19-1637.pdf
2019	EMNLP	# optim-adam, reg-dropout, pool-max, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-coverage, pre-elmo, pre-bert, task-relation	0	MICRON: Multigranular Interaction for Contextualizing RepresentatiON in Non-factoid Question Answering	Hojae Han, Seungtaek Choi, Haeju Park, Seung-won Hwang	https://www.aclweb.org/anthology/D19-1601.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq	0	Game Theory Meets Embeddings: a Unified Framework for Word Sense Disambiguation	Rocco Tripodi, Roberto Navigli	https://www.aclweb.org/anthology/D19-1009.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	0	Discreteness in Neural Natural Language Processing	Lili Mou, Hao Zhou, Lei Li	https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-sgd, optim-adam, optim-projection, reg-dropout, norm-layer, train-mll, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-subword, pre-elmo, pre-bert, struct-crf, loss-triplet, task-seqlab, task-lm, task-seq2seq, task-context	14	Cloze-driven Pretraining of Self-attention Networks	Alexei Baevski, Sergey Edunov, Yinhan Liu, Luke Zettlemoyer, Michael Auli	https://www.aclweb.org/anthology/D19-1539.pdf
2019	EMNLP	# optim-adam, train-mtl, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-greedy, search-beam, latent-vae, task-seqlab, task-lm, task-seq2seq, task-tree	0	Latent Part-of-Speech Sequences for Neural Machine Translation	Xuewen Yang, Yingru Liu, Dongliang Xie, Xin Wang, Niranjan Balasubramanian	https://www.aclweb.org/anthology/D19-1072.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	49	bib (full)		https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-adam, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, search-beam, adv-train, task-lm, task-condlm, task-seq2seq, task-relation	0	Stick to the Facts: Learning towards a Fidelity-oriented E-Commerce Product Description Generation	Zhangming Chan, Xiuying Chen, Yongliang Wang, Juntao Li, Zhiqiang Zhang, Kun Gai, Dongyan Zhao, Rui Yan	https://www.aclweb.org/anthology/D19-1501.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-att, arch-memo, task-textpair, task-spanlab, task-lm	0	Memory Grounded Conversational Reasoning	Seungwhan Moon, Pararth Shah, Rajen Subba, Anuj Kumar	https://www.aclweb.org/anthology/D19-3025.pdf
2019	EMNLP	# optim-adam, optim-projection, train-mtl, train-mll, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, latent-vae, task-spanlab, task-lm, task-seq2seq	2	Knowledge Enhanced Contextual Word Representations	Matthew E. Peters, Mark Neumann, Robert Logan, Roy Schwartz, Vidur Joshi, Sameer Singh, Noah A. Smith	https://www.aclweb.org/anthology/D19-1005.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-att, task-lm, task-seq2seq	0	Semi-Supervised Bootstrapping of Dialogue State Trackers for Task-Oriented Modelling	Bo-Hsiang Tseng, Marek Rei, Paweł Budzianowski, Richard Turner, Bill Byrne, Anna Korhonen	https://www.aclweb.org/anthology/D19-1125.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	0	Processing and Understanding Mixed Language Data	Monojit Choudhury, Anirudh Srinivasan, Sandipan Dandapat	https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-projection, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer	1	UR-FUNNY: A Multimodal Language Dataset for Understanding Humor	Md Kamrul Hasan, Wasifur Rahman, AmirAli Bagher Zadeh, Jianyuan Zhong, Md Iftekhar Tanveer, Louis-Philippe Morency, Mohammed (Ehsan) Hoque	https://www.aclweb.org/anthology/D19-1211.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-att, adv-examp, adv-train, task-condlm, task-seq2seq	8	Attention is not not Explanation	Sarah Wiegreffe, Yuval Pinter	https://www.aclweb.org/anthology/D19-1002.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, task-seq2seq	1	Controlling Text Complexity in Neural Machine Translation	Sweta Agrawal, Marine Carpuat	https://www.aclweb.org/anthology/D19-1166.pdf
2019	EMNLP	# optim-sgd, optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, nondif-gumbelsoftmax, loss-svd, task-lm, task-seq2seq	0	MulCode: A Multiplicative Multi-way Model for Compressing Neural Language Model	Yukun Ma, Patrick H. Chen, Cho-Jui Hsieh	https://www.aclweb.org/anthology/D19-1529.pdf
2019	EMNLP	# optim-amsgrad, reg-dropout, reg-decay, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-coverage, comb-ensemble, search-beam, task-relation	0	A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection	Kurt Junshean Espinosa, Makoto Miwa, Sophia Ananiadou	https://www.aclweb.org/anthology/D19-1381.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mll, arch-lstm, arch-att, arch-bilinear, pre-fasttext, loss-nce, task-textclass, task-lexicon, task-alignment	0	Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation	Yogarshi Vyas, Marine Carpuat	https://www.aclweb.org/anthology/D19-1532.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, search-beam, adv-train, task-seq2seq	0	Towards Controllable and Personalized Review Generation	Pan Li, Alexander Tuzhilin	https://www.aclweb.org/anthology/D19-1319.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-decay, train-mll, train-transfer, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq	1	The FLORES Evaluation Datasets for Low-Resource Machine Translation: Nepali–English and Sinhala–English	Francisco Guzmán, Peng-Jen Chen, Myle Ott, Juan Pino, Guillaume Lample, Philipp Koehn, Vishrav Chaudhary, Marc’Aurelio Ranzato	https://www.aclweb.org/anthology/D19-1632.pdf
2019	EMNLP	# reg-stopping, reg-patience, arch-lstm, arch-att, arch-copy, arch-coverage, search-greedy, pre-word2vec, task-textclass, task-seq2seq, task-tree	0	CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases	Tao Yu, Rui Zhang, Heyang Er, Suyi Li, Eric Xue, Bo Pang, Xi Victoria Lin, Yi Chern Tan, Tianze Shi, Zihan Li, Youxuan Jiang, Michihiro Yasunaga, Sungrok Shim, Tao Chen, Alexander Fabbri, Zifan Li, Luyao Chen, Yuwen Zhang, Shreya Dixit, Vincent Zhang, Caiming Xiong, Richard Socher, Walter Lasecki, Dragomir Radev	https://www.aclweb.org/anthology/D19-1204.pdf
2019	EMNLP	# optim-adam, train-augment, arch-lstm, arch-att, arch-coverage, arch-transformer, pre-fasttext, task-seqlab, task-lm, task-seq2seq, task-tree, task-alignment	0	Handling Syntactic Divergence in Low-resource Machine Translation	Chunting Zhou, Xuezhe Ma, Junjie Hu, Graham Neubig	https://www.aclweb.org/anthology/D19-1143.pdf
2019	EMNLP	# optim-adam, optim-adadelta, optim-projection, reg-dropout, train-augment, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-transformer, search-greedy, search-beam, pre-elmo, pre-bert, nondif-reinforce, task-textpair, task-seqlab, task-spanlab, task-lm, task-condlm, task-seq2seq	0	Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering	Shiyue Zhang, Mohit Bansal	https://www.aclweb.org/anthology/D19-1253.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-att, arch-selfatt, arch-memo, arch-coverage, comb-ensemble, task-tree	1	PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text	Haitian Sun, Tania Bedrax-Weiss, William Cohen	https://www.aclweb.org/anthology/D19-1242.pdf
2019	EMNLP	# optim-adam, train-transfer, arch-lstm, arch-att, arch-selfatt, comb-ensemble, pre-glove, pre-skipthought, pre-elmo, loss-nce, task-textclass, task-lm, task-cloze	0	Multi-Granularity Representations of Dialog	Shikib Mehri, Maxine Eskenazi	https://www.aclweb.org/anthology/D19-1184.pdf
2019	EMNLP	# reg-dropout, train-active, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-glove, task-textclass	1	Reporting the Unreported: Event Extraction for Analyzing the Local Representation of Hate Crimes	Aida Mostafazadeh Davani, Leigh Yeh, Mohammad Atari, Brendan Kennedy, Gwenyth Portillo Wightman, Elaine Gonzalez, Natalie Delong, Rhea Bhatia, Arineh Mirinjian, Xiang Ren, Morteza Dehghani	https://www.aclweb.org/anthology/D19-1580.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, pre-glove, pre-bert, nondif-reinforce, task-textclass, task-seq2seq, task-relation, task-tree	0	A Split-and-Recombine Approach for Follow-up Query Analysis	Qian Liu, Bei Chen, Haoyan Liu, Jian-Guang Lou, Lei Fang, Bin Zhou, Dongmei Zhang	https://www.aclweb.org/anthology/D19-1535.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-patience, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-att, arch-selfatt, struct-crf, task-lm, task-seq2seq	0	CASA-NLU: Context-Aware Self-Attentive Natural Language Understanding for Task-Oriented Chatbots	Arshit Gupta, Peng Zhang, Garima Lalwani, Mona Diab	https://www.aclweb.org/anthology/D19-1127.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-lstm, arch-bilstm, pre-glove, struct-crf	0	Neural Conversation Recommendation with Online Interaction Modeling	Xingshan Zeng, Jing Li, Lu Wang, Kam-Fai Wong	https://www.aclweb.org/anthology/D19-1470.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-transfer, arch-lstm, task-textclass	1	Rethinking Cooperative Rationalization: Introspective Extraction and Complement Control	Mo Yu, Shiyu Chang, Yang Zhang, Tommi Jaakkola	https://www.aclweb.org/anthology/D19-1420.pdf
2019	EMNLP	# optim-adam, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, pre-word2vec, task-alignment	0	Multi-hop Selector Network for Multi-turn Response Selection in Retrieval-based Chatbots	Chunyuan Yuan, Wei Zhou, Mingming Li, Shangwen Lv, Fuqing Zhu, Jizhong Han, Songlin Hu	https://www.aclweb.org/anthology/D19-1011.pdf
2019	EMNLP	# optim-adam, reg-dropout, norm-layer, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, task-textpair, task-condlm	0	Asynchronous Deep Interaction Network for Natural Language Inference	Di Liang, Fubao Zhang, Qi Zhang, Xuanjing Huang	https://www.aclweb.org/anthology/D19-1271.pdf
2019	EMNLP	# train-mll, arch-lstm, arch-cnn, arch-att, arch-memo, pre-glove, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq	1	EntEval: A Holistic Evaluation Benchmark for Entity Representations	Mingda Chen, Zewei Chu, Yang Chen, Karl Stratos, Kevin Gimpel	https://www.aclweb.org/anthology/D19-1040.pdf
2019	EMNLP	# init-glorot, arch-lstm, arch-gru, search-sampling, pre-fasttext, latent-vae, task-textclass, task-lm, task-seq2seq	1	Implicit Deep Latent Variable Models for Text Generation	Le Fang, Chunyuan Li, Jianfeng Gao, Wen Dong, Changyou Chen	https://www.aclweb.org/anthology/D19-1407.pdf
2019	EMNLP	# reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-copy, task-seq2seq	0	Task-Oriented Conversation Generation Using Heterogeneous Memory Networks	Zehao Lin, Xinjing Huang, Feng Ji, Haiqing Chen, Yin Zhang	https://www.aclweb.org/anthology/D19-1463.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	1	, abs		https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, pre-bert, latent-vae	0	Transfer Learning Between Related Tasks Using Expected Label Proportions	Matan Ben Noach, Yoav Goldberg	https://www.aclweb.org/anthology/D19-1004.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-dropout, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-bert, task-textpair	2	Bridging the Gap between Relevance Matching and Semantic Matching for Short Text Similarity Modeling	Jinfeng Rao, Linqing Liu, Yi Tay, Wei Yang, Peng Shi, Jimmy Lin	https://www.aclweb.org/anthology/D19-1540.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, norm-batch, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, pre-glove, task-textclass, task-seq2seq	0	Sequential Learning of Convolutional Features for Effective Text Classification	Avinash Madasu, Vijjini Anvesh Rao	https://www.aclweb.org/anthology/D19-1567.pdf
2019	EMNLP	# optim-adam, reg-stopping, arch-lstm, arch-bilstm, arch-gru, arch-att, pre-fasttext, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq	1	The Role of Pragmatic and Discourse Context in Determining Argument Impact	Esin Durmus, Faisal Ladhak, Claire Cardie	https://www.aclweb.org/anthology/D19-1568.pdf
2019	EMNLP	# optim-adadelta, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, task-relation	0	Event Detection with Multi-Order Graph Convolution and Aggregated Attention	Haoran Yan, Xiaolong Jin, Xiangbin Meng, Jiafeng Guo, Xueqi Cheng	https://www.aclweb.org/anthology/D19-1582.pdf
2019	EMNLP	# optim-adagrad, arch-rnn, arch-lstm, arch-att, pre-glove, struct-crf, loss-nce, task-lm, task-seq2seq	0	Linguistic Versus Latent Relations for Modeling Coherent Flow in Paragraphs	Dongyeop Kang, Eduard Hovy	https://www.aclweb.org/anthology/D19-1589.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-bert, loss-nce, task-seqlab, task-relation	0	KnowledgeNet: A Benchmark Dataset for Knowledge Base Population	Filipe Mesquita, Matteo Cannaviccio, Jordan Schmidek, Paramita Mirza, Denilson Barbosa	https://www.aclweb.org/anthology/D19-1069.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, task-seq2seq	1	On NMT Search Errors and Model Errors: Cat Got Your Tongue?	Felix Stahlberg, Bill Byrne	https://www.aclweb.org/anthology/D19-1331.pdf
2019	EMNLP	# train-mll, arch-lstm, arch-bilstm, arch-att, arch-transformer, pre-glove, pre-elmo, pre-bert, task-seq2seq	2	Evaluating Pronominal Anaphora in Machine Translation: An Evaluation Measure and a Test Suite	Prathyusha Jwalapuram, Shafiq Joty, Irina Temnikova, Preslav Nakov	https://www.aclweb.org/anthology/D19-1294.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, search-viterbi, pre-elmo, pre-bert, struct-crf, loss-nce, task-seqlab, task-lm	0	Effective Use of Transformer Networks for Entity Tracking	Aditya Gupta, Greg Durrett	https://www.aclweb.org/anthology/D19-1070.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage	0	Charge-Based Prison Term Prediction with Deep Gating Network	Huajie Chen, Deng Cai, Wei Dai, Zehui Dai, Yadong Ding	https://www.aclweb.org/anthology/D19-1667.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-att, comb-ensemble, pre-bert, adv-examp, latent-vae, task-textclass, task-lm, task-seq2seq, task-relation	0	Latent-Variable Generative Models for Data-Efficient Text Classification	Xiaoan Ding, Kevin Gimpel	https://www.aclweb.org/anthology/D19-1048.pdf
2019	EMNLP	# optim-adam, reg-decay, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-bert, task-lm	1	Attending to Future Tokens for Bidirectional Sequence Generation	Carolin Lawrence, Bhushan Kotnis, Mathias Niepert	https://www.aclweb.org/anthology/D19-1001.pdf
2019	EMNLP	# arch-lstm, comb-ensemble, task-lm	0	Embedding Lexical Features via Tensor Decomposition for Small Sample Humor Recognition	Zhenjie Zhao, Andrew Cattle, Evangelos Papalexakis, Xiaojuan Ma	https://www.aclweb.org/anthology/D19-1669.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	1	, abs		https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-sgd, optim-adam, init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-copy, search-beam, pre-glove, task-spanlab, task-seq2seq	0	Improving Question Generation With to the Point Context	Jingjing Li, Yifan Gao, Lidong Bing, Irwin King, Michael R. Lyu	https://www.aclweb.org/anthology/D19-1317.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-att, comb-ensemble, pre-word2vec, pre-elmo, pre-bert, task-textpair, task-spanlab, task-lm	0	PubMedQA: A Dataset for Biomedical Research Question Answering	Qiao Jin, Bhuwan Dhingra, Zhengping Liu, William Cohen, Xinghua Lu	https://www.aclweb.org/anthology/D19-1259.pdf
2019	EMNLP	# arch-rnn, arch-lstm, search-beam, task-lm	0	Representation of Constituents in Neural Language Models: Coordination Phrase as a Case Study	Aixiu An, Peng Qian, Ethan Wilcox, Roger Levy	https://www.aclweb.org/anthology/D19-1287.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-transfer, arch-lstm, latent-vae, task-lm	0	Neural Gaussian Copula for Variational Autoencoder	Prince Zizhuang Wang, William Yang Wang	https://www.aclweb.org/anthology/D19-1442.pdf
2019	EMNLP	# optim-adam, optim-projection, init-glorot, train-mll, train-active, train-augment, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, pre-glove, pre-elmo, pre-bert, task-seq2seq, task-tree, task-graph, task-alignment	0	Translate and Label! An Encoder-Decoder Approach for Cross-lingual Semantic Role Labeling	Angel Daza, Anette Frank	https://www.aclweb.org/anthology/D19-1056.pdf
2019	EMNLP	# optim-adadelta, reg-dropout, reg-stopping, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-subword, pre-glove, latent-topic, task-textclass, task-lm, task-seq2seq	0	Rethinking Attribute Representation and Injection for Sentiment Classification	Reinald Kim Amplayo	https://www.aclweb.org/anthology/D19-1562.pdf
2019	EMNLP	# optim-adadelta, reg-stopping, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-bert, task-textclass, task-seq2seq	0	Enhancing Local Feature Extraction with Global Representation for Neural Text Classification	Guocheng Niu, Hengru Xu, Bolei He, Xinyan Xiao, Hua Wu, Sheng Gao	https://www.aclweb.org/anthology/D19-1047.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, task-textclass, task-lm, task-seq2seq	0	uniblock: Scoring and Filtering Corpus with Unicode Block Information	Yingbo Gao, Weiyue Wang, Hermann Ney	https://www.aclweb.org/anthology/D19-1133.pdf
2019	EMNLP	# optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-att, arch-copy, arch-coverage, search-beam, task-seq2seq	0	Attribute-aware Sequence Network for Review Summarization	Junjie Li, Xuepeng Wang, Dawei Yin, Chengqing Zong	https://www.aclweb.org/anthology/D19-1297.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, adv-train, task-lm, task-condlm, task-seq2seq	0	ARAML: A Stable Adversarial Training Framework for Text Generation	Pei Ke, Fei Huang, Minlie Huang, Xiaoyan Zhu	https://www.aclweb.org/anthology/D19-1436.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, arch-copy, nondif-minrisk, nondif-reinforce, task-seq2seq	0	Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning	Xiangrong Zeng, Shizhu He, Daojian Zeng, Kang Liu, Shengping Liu, Jun Zhao	https://www.aclweb.org/anthology/D19-1035.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-viterbi, struct-crf	0	Event Detection with Trigger-Aware Lattice Neural Network	Ning Ding, Ziran Li, Zhiyuan Liu, Haitao Zheng, Zibo Lin	https://www.aclweb.org/anthology/D19-1033.pdf
2019	EMNLP	# optim-adam, norm-layer, train-mll, train-augment, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-elmo, pre-bert, task-lm, task-condlm, task-seq2seq	19	LXMERT: Learning Cross-Modality Encoder Representations from Transformers	Hao Tan, Mohit Bansal	https://www.aclweb.org/anthology/D19-1514.pdf
2019	EMNLP	# optim-adam, train-mtl, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, task-lm, task-seq2seq	0	Harnessing Pre-Trained Neural Networks with Rules for Formality Style Transfer	Yunli Wang, Yu Wu, Lili Mou, Zhoujun Li, Wenhan Chao	https://www.aclweb.org/anthology/D19-1365.pdf
2019	EMNLP	# optim-sgd, train-mll, train-transfer, arch-lstm, arch-bilstm, task-lm, task-seq2seq, task-relation, task-lexicon	0	Multilingual and Multi-Aspect Hate Speech Analysis	Nedjma Ousidhoum, Zizheng Lin, Hongming Zhang, Yangqiu Song, Dit-Yan Yeung	https://www.aclweb.org/anthology/D19-1474.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-treelstm, arch-att, arch-coverage, task-relation, task-tree	0	Leveraging Frequent Query Substructures to Generate Formal Queries for Complex Question Answering	Jiwei Ding, Wei Hu, Qixin Xu, Yuzhong Qu	https://www.aclweb.org/anthology/D19-1263.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mtl, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, loss-cca, task-seq2seq	0	Context-aware Interactive Attention for Multi-modal Sentiment and Emotion Analysis	Dushyant Singh Chauhan, Md Shad Akhtar, Asif Ekbal, Pushpak Bhattacharyya	https://www.aclweb.org/anthology/D19-1566.pdf
2019	EMNLP	# optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, comb-ensemble, pre-glove, adv-train, latent-topic, task-textclass, task-seq2seq	0	Adaptive Ensembling: Unsupervised Domain Adaptation for Political Document Analysis	Shrey Desai, Barea Sinno, Alex Rosenfeld, Junyi Jessy Li	https://www.aclweb.org/anthology/D19-1478.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-att, pre-glove, struct-crf	0	Revealing and Predicting Online Persuasion Strategy with Elementary Units	Gaku Morio, Ryo Egawa, Katsuhide Fujita	https://www.aclweb.org/anthology/D19-1653.pdf
2019	EMNLP	# reg-dropout, reg-decay, reg-labelsmooth, train-mll, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, pre-bert, task-textclass, task-lm, task-seq2seq	2	MultiFiT: Efficient Multi-lingual Language Model Fine-tuning	Julian Eisenschlos, Sebastian Ruder, Piotr Czapla, Marcin Kadras, Sylvain Gugger, Jeremy Howard	https://www.aclweb.org/anthology/D19-1572.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, reg-patience, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-transformer, pre-glove	0	Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs	Fenia Christopoulou, Makoto Miwa, Sophia Ananiadou	https://www.aclweb.org/anthology/D19-1498.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, nondif-reinforce	0	Learning Dynamic Context Augmentation for Global Entity Linking	Xiyuan Yang, Xiaotao Gu, Sheng Lin, Siliang Tang, Yueting Zhuang, Fei Wu, Zhigang Chen, Guoping Hu, Xiang Ren	https://www.aclweb.org/anthology/D19-1026.pdf
2019	EMNLP	# arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-transformer, task-textpair, task-seq2seq	1	Retrieval-guided Dialogue Response Generation via a Matching-to-Generation Framework	Deng Cai, Yan Wang, Wei Bi, Zhaopeng Tu, Xiaojiang Liu, Shuming Shi	https://www.aclweb.org/anthology/D19-1195.pdf
2019	EMNLP	# optim-adam, norm-layer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-transformer, pre-word2vec, pre-elmo, pre-bert, task-textclass, task-textpair, task-extractive, task-spanlab, task-lm, task-seq2seq, task-cloze	0	Fine-tune BERT with Sparse Self-Attention Mechanism	Baiyun Cui, Yingming Li, Ming Chen, Zhongfei Zhang	https://www.aclweb.org/anthology/D19-1361.pdf
2019	EMNLP	# optim-sgd, init-glorot, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, adv-train	0	Domain-Invariant Feature Distillation for Cross-Domain Sentiment Classification	Mengting Hu, Yike Wu, Shiwan Zhao, Honglei Guo, Renhong Cheng, Zhong Su	https://www.aclweb.org/anthology/D19-1558.pdf
2019	EMNLP	# optim-sgd, optim-adam, train-mll, train-transfer, arch-rnn, arch-lstm, search-beam, pre-bert, task-lm, task-seq2seq, task-relation	0	Text Genre and Training Data Size in Human-like Parsing	John Hale, Adhiguna Kuncoro, Keith Hall, Chris Dyer, Jonathan Brennan	https://www.aclweb.org/anthology/D19-1594.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-word2vec, task-textclass	0	Using Clinical Notes with Time Series Data for ICU Management	Swaraj Khadanga, Karan Aggarwal, Shafiq Joty, Jaideep Srivastava	https://www.aclweb.org/anthology/D19-1678.pdf
2019	EMNLP	# reg-dropout, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, pre-fasttext	0	Uncover Sexual Harassment Patterns from Personal Stories by Joint Key Element Extraction and Categorization	Yingchi Liu, Quanzhi Li, Marika Cifor, Xiaozhong Liu, Qiong Zhang, Luo Si	https://www.aclweb.org/anthology/D19-1237.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-norm, pool-max, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, task-textclass, task-seq2seq	1	Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification	Chunning Du, Haifeng Sun, Jingyu Wang, Qi Qi, Jianxin Liao, Tong Xu, Ming Liu	https://www.aclweb.org/anthology/D19-1551.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-copy, pre-bert, task-seqlab, task-seq2seq	0	Improving Open-Domain Dialogue Systems via Multi-Turn Incomplete Utterance Restoration	Zhufeng Pan, Kun Bai, Yan Wang, Lianqiang Zhou, Xiaojiang Liu	https://www.aclweb.org/anthology/D19-1191.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	1	, abs		https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, pre-fasttext, pre-glove, pre-elmo, pre-bert, loss-nce, task-textclass, task-textpair, task-lm, task-cloze	0	Multi-label Categorization of Accounts of Sexism using a Neural Framework	Pulkit Parikh, Harika Abburi, Pinkesh Badjatiya, Radhika Krishnan, Niyati Chhaya, Manish Gupta, Vasudeva Varma	https://www.aclweb.org/anthology/D19-1174.pdf
2019	EMNLP	# optim-adam, optim-projection, arch-lstm, arch-bilstm, arch-att, pre-bert, task-spanlab	0	Movie Plot Analysis via Turning Point Identification	Pinelopi Papalampidi, Frank Keller, Mirella Lapata	https://www.aclweb.org/anthology/D19-1180.pdf
2019	EMNLP	# optim-adam, init-glorot, pool-max, arch-rnn, arch-lstm, arch-gru, arch-gcnn, arch-cnn, arch-att, arch-memo, pre-glove	1	DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation	Deepanway Ghosal, Navonil Majumder, Soujanya Poria, Niyati Chhaya, Alexander Gelbukh	https://www.aclweb.org/anthology/D19-1015.pdf
2019	EMNLP	# optim-projection, arch-lstm, arch-bilstm, arch-att	0	Cross-Sentence N-ary Relation Extraction using Lower-Arity Universal Schemas	Kosuke Akimoto, Takuya Hiraoka, Kunihiko Sadamasa, Mathias Niepert	https://www.aclweb.org/anthology/D19-1645.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, arch-att, arch-residual, arch-coverage, pre-glove, task-textpair, task-lm, task-relation, task-tree	0	Incorporating Contextual and Syntactic Structures Improves Semantic Similarity Modeling	Linqing Liu, Wei Yang, Jinfeng Rao, Raphael Tang, Jimmy Lin	https://www.aclweb.org/anthology/D19-1114.pdf
2019	EMNLP	# optim-adam, reg-patience, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-transformer, pre-elmo, pre-bert, task-textpair, task-spanlab, task-lm	10	Language Models as Knowledge Bases?	Fabio Petroni, Tim Rocktäschel, Sebastian Riedel, Patrick Lewis, Anton Bakhtin, Yuxiang Wu, Alexander Miller	https://www.aclweb.org/anthology/D19-1250.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-att, arch-memo, arch-transformer, pre-bert, task-textpair, task-relation	1	STANCY: Stance Classification Based on Consistency Cues	Kashyap Popat, Subhabrata Mukherjee, Andrew Yates, Gerhard Weikum	https://www.aclweb.org/anthology/D19-1675.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq, meta-arch	1	RNN Architecture Learning with Sparse Regularization	Jesse Dodge, Roy Schwartz, Hao Peng, Noah A. Smith	https://www.aclweb.org/anthology/D19-1110.pdf
2019	EMNLP	# optim-adam, init-glorot, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-att, pre-elmo, pre-bert, adv-train, task-textclass, task-lm, task-seq2seq, task-tree	0	Transductive Learning of Neural Language Models for Syntactic and Semantic Analysis	Hiroki Ouchi, Jun Suzuki, Kentaro Inui	https://www.aclweb.org/anthology/D19-1379.pdf
2019	EMNLP	# optim-adam, reg-stopping, reg-patience, arch-lstm, arch-att, arch-bilinear, arch-subword, pre-word2vec, pre-fasttext, pre-glove, task-textpair, task-seqlab, task-lm, task-relation, task-tree	0	LINSPECTOR WEB: A Multilingual Probing Suite for Word Representations	Max Eichler, Gözde Gül Şahin, Iryna Gurevych	https://www.aclweb.org/anthology/D19-3022.pdf
2019	EMNLP	# train-active, arch-lstm, arch-bilstm, arch-cnn, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm	1	CrossWeigh: Training Named Entity Tagger from Imperfect Annotations	Zihan Wang, Jingbo Shang, Liyuan Liu, Lihao Lu, Jiacheng Liu, Jiawei Han	https://www.aclweb.org/anthology/D19-1519.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, reg-stopping, train-mll, train-transfer, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, struct-crf, adv-train, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon	0	Low-Resource Sequence Labeling via Unsupervised Multilingual Contextualized Representations	Zuyi Bao, Rui Huang, Chen Li, Kenny Zhu	https://www.aclweb.org/anthology/D19-1095.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, pre-glove, task-condlm, task-seq2seq, task-relation	0	Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks	Chen Zhang, Qiuchi Li, Dawei Song	https://www.aclweb.org/anthology/D19-1464.pdf
2019	EMNLP	# optim-sgd, optim-adam, optim-projection, arch-lstm, arch-cnn, arch-att, nondif-reinforce, adv-train, task-textpair	0	DIVINE: A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning	Ruiping Li, Xiang Cheng	https://www.aclweb.org/anthology/D19-1266.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-att, pre-glove, pre-skipthought, pre-elmo, pre-use, adv-train, task-textpair, task-seqlab, task-lm, task-seq2seq	0	IMaT: Unsupervised Text Attribute Transfer via Iterative Matching and Translation	Zhijing Jin, Di Jin, Jonas Mueller, Nicholas Matthews, Enrico Santus	https://www.aclweb.org/anthology/D19-1306.pdf
2019	EMNLP	# reg-dropout, pool-mean, arch-lstm, arch-att, arch-selfatt, arch-copy, task-seq2seq	0	Table-to-Text Generation with Effective Hierarchical Encoder on Three Dimensions (Row, Column and Time)	Heng Gong, Xiaocheng Feng, Bing Qin, Ting Liu	https://www.aclweb.org/anthology/D19-1310.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-norm, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-word2vec, task-textclass, task-seq2seq	1	Investigating Capsule Network and Semantic Feature on Hyperplanes for Text Classification	Chunning Du, Haifeng Sun, Jingyu Wang, Qi Qi, Jianxin Liao, Chun Wang, Bing Ma	https://www.aclweb.org/anthology/D19-1043.pdf
2019	EMNLP	# optim-projection, train-transfer, arch-lstm, arch-att, arch-coverage, pre-glove, pre-bert, task-textpair, task-lm, task-condlm	0	Do Nuclear Submarines Have Nuclear Captains? A Challenge Dataset for Commonsense Reasoning over Adjectives and Objects	James Mullenbach, Jonathan Gordon, Nanyun Peng, Jonathan May	https://www.aclweb.org/anthology/D19-1625.pdf
2019	EMNLP	# optim-adam, train-augment, arch-lstm, arch-att, arch-subword, search-beam, task-seq2seq	2	Multilingual Neural Machine Translation with Language Clustering	Xu Tan, Jiale Chen, Di He, Yingce Xia, Tao Qin, Tie-Yan Liu	https://www.aclweb.org/anthology/D19-1089.pdf
2019	EMNLP	# optim-sgd, optim-adam, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, comb-ensemble, adv-feat, adv-train, task-lm, task-seq2seq	0	Pushing the Limits of Low-Resource Morphological Inflection	Antonios Anastasopoulos, Graham Neubig	https://www.aclweb.org/anthology/D19-1091.pdf
2019	EMNLP	# optim-adagrad, arch-rnn, arch-lstm, arch-att, arch-copy, pre-bert, nondif-reinforce, task-extractive, task-spanlab, task-lm, task-condlm, task-seq2seq	1	Answers Unite! Unsupervised Metrics for Reinforced Summarization Models	Thomas Scialom, Sylvain Lamprier, Benjamin Piwowarski, Jacopo Staiano	https://www.aclweb.org/anthology/D19-1320.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, latent-vae, task-textclass, task-textpair, task-spanlab, task-lm	0	Quick and (not so) Dirty: Unsupervised Selection of Justification Sentences for Multi-hop Question Answering	Vikas Yadav, Steven Bethard, Mihai Surdeanu	https://www.aclweb.org/anthology/D19-1260.pdf
2019	EMNLP	# optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-att, arch-memo, arch-subword, search-beam, pre-glove, pre-bert, nondif-reinforce, task-lm, task-seq2seq	0	Recommendation as a Communication Game: Self-Supervised Bot-Play for Goal-oriented Dialogue	Dongyeop Kang, Anusha Balakrishnan, Pararth Shah, Paul Crook, Y-Lan Boureau, Jason Weston	https://www.aclweb.org/anthology/D19-1203.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-gnn, arch-att, arch-coverage, loss-nce, task-seq2seq, task-tree	1	Global Reasoning over Database Structures for Text-to-SQL Parsing	Ben Bogin, Matt Gardner, Jonathan Berant	https://www.aclweb.org/anthology/D19-1378.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-bert	1	A deep-learning framework to detect sarcasm targets	Jasabanta Patro, Srijan Bansal, Animesh Mukherjee	https://www.aclweb.org/anthology/D19-1663.pdf
2019	EMNLP	# optim-adam, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-gating, pre-glove, adv-train, task-textpair, task-spanlab, meta-arch	3	Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning	Yichen Jiang, Mohit Bansal	https://www.aclweb.org/anthology/D19-1455.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-memo, arch-transformer, pre-glove, pre-bert, task-seq2seq	0	A Challenge Dataset and Effective Models for Aspect-Based Sentiment Analysis	Qingnan Jiang, Lei Chen, Ruifeng Xu, Xiang Ao, Min Yang	https://www.aclweb.org/anthology/D19-1654.pdf
2019	EMNLP	# optim-adam, init-glorot, train-mll, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, search-greedy, search-beam, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation	0	Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing - A Tale of Two Parsers Revisited	Artur Kulmizev, Miryam de Lhoneux, Johannes Gontrum, Elena Fano, Joakim Nivre	https://www.aclweb.org/anthology/D19-1277.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, struct-crf, latent-vae, task-seqlab	0	A Boundary-aware Neural Model for Nested Named Entity Recognition	Changmeng Zheng, Yi Cai, Jingyun Xu, Ho-fung Leung, Guandong Xu	https://www.aclweb.org/anthology/D19-1034.pdf
2019	EMNLP	# optim-adagrad, reg-patience, arch-lstm, arch-gru, arch-att, arch-memo, pre-glove	0	Recognizing Conflict Opinions in Aspect-level Sentiment Classification with Dual Attention Networks	Xingwei Tan, Yi Cai, Changxi Zhu	https://www.aclweb.org/anthology/D19-1342.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, train-transfer, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-word2vec, pre-bert, task-seq2seq, task-relation, task-tree	0	Leveraging Dependency Forest for Neural Medical Relation Extraction	Linfeng Song, Yue Zhang, Daniel Gildea, Mo Yu, Zhiguo Wang, Jinsong Su	https://www.aclweb.org/anthology/D19-1020.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-att, task-seq2seq	0	An Empirical Comparison on Imitation Learning and Reinforcement Learning for Paraphrase Generation	Wanyu Du, Yangfeng Ji	https://www.aclweb.org/anthology/D19-1619.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-bilstm, arch-att, arch-transformer, comb-ensemble, pre-bert, latent-vae, task-lm, task-relation	0	Weak Supervision for Learning Discourse Structure	Sonia Badene, Kate Thompson, Jean-Pierre Lorré, Nicholas Asher	https://www.aclweb.org/anthology/D19-1234.pdf
2019	EMNLP	# optim-adam, reg-decay, norm-gradient, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, nondif-reinforce, task-extractive, task-spanlab, task-condlm, task-seq2seq	0	Reading Like HER: Human Reading Inspired Extractive Summarization	Ling Luo, Xiang Ao, Yan Song, Feiyang Pan, Min Yang, Qing He	https://www.aclweb.org/anthology/D19-1300.pdf
2019	EMNLP	# optim-adadelta, arch-rnn, arch-lstm, arch-att, arch-copy, task-textclass, task-seq2seq	0	SoftRegex: Generating Regex from Natural Language Descriptions using Softened Regex Equivalence	Jun-U Park, Sang-Ki Ko, Marco Cognetta, Yo-Sub Han	https://www.aclweb.org/anthology/D19-1677.pdf
2019	EMNLP	# optim-adam, train-parallel, arch-lstm, arch-att, pre-glove, pre-bert, loss-nce, task-textclass, task-seqlab, task-seq2seq	0	(Male, Bachelor) and (Female, Ph.D) have different connotations: Parallelly Annotated Stylistic Language Dataset with Multiple Personas	Dongyeop Kang, Varun Gangal, Eduard Hovy	https://www.aclweb.org/anthology/D19-1179.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mll, arch-lstm, arch-att, pre-glove, task-seqlab, task-seq2seq, task-relation, task-tree	0	A Pilot Study for Chinese SQL Semantic Parsing	Qingkai Min, Yuefeng Shi, Yue Zhang	https://www.aclweb.org/anthology/D19-1377.pdf
2019	EMNLP	# optim-adam, reg-stopping, reg-patience, train-transfer, train-active, arch-lstm, arch-bilstm, comb-ensemble, pre-glove, pre-elmo, adv-examp, adv-train, task-lm	0	To Annotate or Not? Predicting Performance Drop under Domain Shift	Hady Elsahar, Matthias Gallé	https://www.aclweb.org/anthology/D19-1222.pdf
2019	EMNLP	# optim-sgd, optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, pool-max, arch-lstm, arch-treelstm, arch-cnn, arch-att, arch-subword, pre-fasttext, adv-train, task-textclass, task-seqlab, task-seq2seq, task-relation, task-alignment	0	Cross-lingual Structure Transfer for Relation and Event Extraction	Ananya Subburathinam, Di Lu, Heng Ji, Jonathan May, Shih-Fu Chang, Avirup Sil, Clare Voss	https://www.aclweb.org/anthology/D19-1030.pdf
2019	EMNLP	# optim-adam, pool-max, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, nondif-minrisk, nondif-reinforce, task-extractive, task-lm, task-seq2seq	0	Clickbait? Sensational Headline Generation with Auto-tuned Reinforcement Learning	Peng Xu, Chien-Sheng Wu, Andrea Madotto, Pascale Fung	https://www.aclweb.org/anthology/D19-1303.pdf
2019	EMNLP	# optim-adam, norm-layer, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-transformer, pre-glove, pre-bert, latent-topic, task-lm, task-seq2seq	1	Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations	Peixiang Zhong, Di Wang, Chunyan Miao	https://www.aclweb.org/anthology/D19-1016.pdf
2019	EMNLP	# init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, pre-bert	0	Joint Event and Temporal Relation Extraction with Shared Representations and Structured Prediction	Rujun Han, Qiang Ning, Nanyun Peng	https://www.aclweb.org/anthology/D19-1041.pdf
2019	EMNLP	# optim-adam, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-beam, latent-vae, task-seq2seq, task-relation, task-tree, task-graph	0	Core Semantic First: A Top-down Approach for AMR Parsing	Deng Cai, Wai Lam	https://www.aclweb.org/anthology/D19-1393.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-att, pre-glove, pre-bert, struct-hmm, struct-crf, task-textclass, task-seqlab, task-lm	1	Multi-Input Multi-Output Sequence Labeling for Joint Extraction of Fact and Condition Tuples from Scientific Text	Tianwen Jiang, Tong Zhao, Bing Qin, Ting Liu, Nitesh Chawla, Meng Jiang	https://www.aclweb.org/anthology/D19-1029.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-att, arch-selfatt	2	Help, Anna! Visual Navigation with Natural Multimodal Assistance via Retrospective Curiosity-Encouraging Imitation Learning	Khanh Nguyen, Hal Daumé III	https://www.aclweb.org/anthology/D19-1063.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, search-beam, task-seq2seq, task-tree	1	JuICe: A Large Scale Distantly Supervised Dataset for Open Domain Context-based Code Generation	Rajas Agashe, Srinivasan Iyer, Luke Zettlemoyer	https://www.aclweb.org/anthology/D19-1546.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, task-lm, task-seq2seq	0	Controlling Sequence-to-Sequence Models - A Demonstration on Neural-based Acrostic Generator	Liang-Hsin Shen, Pei-Lun Tai, Chao-Chung Wu, Shou-De Lin	https://www.aclweb.org/anthology/D19-3008.pdf
2019	EMNLP	# optim-adam, optim-amsgrad, reg-dropout, train-parallel, arch-lstm, arch-bilstm, arch-att, arch-residual, arch-memo, arch-copy, arch-subword, comb-ensemble, pre-bert, task-lm, task-seq2seq	1	Scalable and Accurate Dialogue State Tracking via Hierarchical Sequence Generation	Liliang Ren, Jianmo Ni, Julian McAuley	https://www.aclweb.org/anthology/D19-1196.pdf
2019	EMNLP	# optim-adam, train-mll, arch-lstm, arch-gating, pre-glove, loss-margin, task-seq2seq	0	Jointly Learning Entity and Relation Representations for Entity Alignment	Yuting Wu, Xiao Liu, Yansong Feng, Zheng Wang, Dongyan Zhao	https://www.aclweb.org/anthology/D19-1023.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, pre-glove, pre-bert, task-seq2seq, task-graph	0	Enhancing AMR-to-Text Generation with Dual Graph Representations	Leonardo F. R. Ribeiro, Claire Gardent, Iryna Gurevych	https://www.aclweb.org/anthology/D19-1314.pdf
2019	EMNLP	# optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, arch-coverage, search-beam, nondif-reinforce, task-spanlab, task-condlm, task-seq2seq	0	Let’s Ask Again: Refine Network for Automatic Question Generation	Preksha Nema, Akash Kumar Mohankumar, Mitesh M. Khapra, Balaji Vasan Srinivasan, Balaraman Ravindran	https://www.aclweb.org/anthology/D19-1326.pdf
2019	EMNLP	# optim-adam, reg-stopping, arch-lstm, meta-init, meta-optim	3	Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs	Mingyang Chen, Wen Zhang, Wei Zhang, Qiang Chen, Huajun Chen	https://www.aclweb.org/anthology/D19-1431.pdf
2019	EMNLP	# arch-lstm, arch-cnn, arch-att, arch-transformer, comb-ensemble, pre-bert, task-textclass, task-seq2seq	0	Many Faces of Feature Importance: Comparing Built-in and Post-hoc Feature Importance in Text Classification	Vivian Lai, Zheng Cai, Chenhao Tan	https://www.aclweb.org/anthology/D19-1046.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, activ-tanh, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, pre-bert, task-lm, task-seq2seq, task-relation	1	Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks	Binxuan Huang, Kathleen Carley	https://www.aclweb.org/anthology/D19-1549.pdf
2019	EMNLP	# train-transfer, arch-lstm, arch-att, adv-feat, adv-train, latent-topic, task-textclass, task-seq2seq, task-lexicon, task-alignment	0	Topics to Avoid: Demoting Latent Confounds in Text Classification	Sachin Kumar, Shuly Wintner, Noah A. Smith, Yulia Tsvetkov	https://www.aclweb.org/anthology/D19-1425.pdf
2019	EMNLP	# train-mtl, arch-rnn, arch-lstm, arch-att, arch-memo, task-relation, task-tree	0	Towards Making a Dependency Parser See	Michalina Strzyz, David Vilares, Carlos Gómez-Rodríguez	https://www.aclweb.org/anthology/D19-1160.pdf
2019	EMNLP	# optim-adam, reg-dropout, norm-batch, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-fasttext, pre-glove, pre-use, task-textclass, task-textpair, task-lm, task-condlm, task-seq2seq	0	Semantic Relatedness Based Re-ranker for Text Spotting	Ahmed Sabir, Francesc Moreno, Lluís Padró	https://www.aclweb.org/anthology/D19-1346.pdf
2019	EMNLP	# optim-adam, optim-projection, arch-rnn, arch-lstm, arch-gru, arch-att, adv-train, latent-vae, task-lm, task-seq2seq	0	Multiple Text Style Transfer by using Word-level Conditional Generative Adversarial Network with Two-Phase Training	Chih-Te Lai, Yi-Te Hong, Hong-You Chen, Chi-Jen Lu, Shou-De Lin	https://www.aclweb.org/anthology/D19-1366.pdf
2019	EMNLP	# arch-lstm, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, pre-bert, task-lm, task-condlm, task-seq2seq	0	Encode, Tag, Realize: High-Precision Text Editing	Eric Malmi, Sebastian Krause, Sascha Rothe, Daniil Mirylenka, Aliaksei Severyn	https://www.aclweb.org/anthology/D19-1510.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, task-textclass	0	Label Embedding using Hierarchical Structure of Labels for Twitter Classification	Taro Miyazaki, Kiminobu Makino, Yuka Takei, Hiroki Okamoto, Jun Goto	https://www.aclweb.org/anthology/D19-1660.pdf
2019	EMNLP	# train-transfer, pool-max, arch-rnn, arch-lstm, arch-gru, arch-gnn, arch-att, task-textclass, task-relation	0	Hierarchical Attention Prototypical Networks for Few-Shot Text Classification	Shengli Sun, Qingfeng Sun, Kevin Zhou, Tengchao Lv	https://www.aclweb.org/anthology/D19-1045.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-elmo, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree	0	Semantic Role Labeling with Iterative Structure Refinement	Chunchuan Lyu, Shay B. Cohen, Ivan Titov	https://www.aclweb.org/anthology/D19-1099.pdf
2019	EMNLP	# optim-adam, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-att, task-textclass	0	A Label Informative Wide & Deep Classifier for Patents and Papers	Muyao Niu, Jie Cai	https://www.aclweb.org/anthology/D19-1344.pdf
2019	EMNLP	# optim-adam, train-transfer, arch-lstm, arch-att, pre-bert, task-lm, task-seq2seq	0	The Woman Worked as a Babysitter: On Biases in Language Generation	Emily Sheng, Kai-Wei Chang, Premkumar Natarajan, Nanyun Peng	https://www.aclweb.org/anthology/D19-1339.pdf
2019	EMNLP	# arch-lstm, arch-bilinear, arch-coverage, arch-subword, pre-elmo, pre-bert, latent-vae, task-textpair, task-lm	0	Unsupervised Labeled Parsing with Deep Inside-Outside Recursive Autoencoders	Andrew Drozdov, Patrick Verga, Yi-Pei Chen, Mohit Iyyer, Andrew McCallum	https://www.aclweb.org/anthology/D19-1161.pdf
2019	EMNLP	# optim-projection, reg-stopping, train-mtl, train-mll, train-transfer, arch-lstm, arch-att, arch-copy, pre-bert, task-seq2seq	0	Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set	Katharina Kann, Kyunghyun Cho, Samuel R. Bowman	https://www.aclweb.org/anthology/D19-1329.pdf
2019	EMNLP	# optim-sgd, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, nondif-reinforce	0	Reinforced Product Metadata Selection for Helpfulness Assessment of Customer Reviews	Miao Fan, Chao Feng, Mingming Sun, Ping Li	https://www.aclweb.org/anthology/D19-1177.pdf
2019	EMNLP	# optim-adam, reg-dropout, norm-batch, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, task-condlm	1	Is the Red Square Big? MALeViC: Modeling Adjectives Leveraging Visual Contexts	Sandro Pezzelle, Raquel Fernández	https://www.aclweb.org/anthology/D19-1285.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, train-augment, arch-lstm, arch-att, arch-selfatt, task-textclass, task-seq2seq, task-tree	0	Clause-Wise and Recursive Decoding for Complex and Cross-Domain Text-to-SQL Generation	Dongjun Lee	https://www.aclweb.org/anthology/D19-1624.pdf
2019	EMNLP	# optim-adagrad, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, arch-coverage, search-beam, task-lm, task-seq2seq, task-graph	0	Concept Pointer Network for Abstractive Summarization	Wenbo Wang, Yang Gao, Heyan Huang, Yuxiang Zhou	https://www.aclweb.org/anthology/D19-1304.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-energy, adv-train	0	Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog	Ryuichi Takanobu, Hanlin Zhu, Minlie Huang	https://www.aclweb.org/anthology/D19-1010.pdf
2019	EMNLP	# optim-sgd, optim-adam, train-mll, train-active, arch-lstm, arch-bilstm, pre-word2vec, pre-elmo, pre-bert, task-textclass, task-textpair, task-extractive, task-condlm, task-seq2seq	2	MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance	Wei Zhao, Maxime Peyrard, Fei Liu, Yang Gao, Christian M. Meyer, Steffen Eger	https://www.aclweb.org/anthology/D19-1053.pdf
2019	EMNLP	# reg-dropout, reg-labelsmooth, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, task-textclass, task-lm, task-seq2seq	3	Towards Linear Time Neural Machine Translation with Capsule Networks	Mingxuan Wang	https://www.aclweb.org/anthology/D19-1074.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, comb-ensemble, search-beam, task-lm, task-condlm, task-seq2seq	0	Guiding the Flowing of Semantics: Interpretable Video Captioning via POS Tag	Xinyu Xiao, Lingfeng Wang, Bin Fan, Shinming Xiang, Chunhong Pan	https://www.aclweb.org/anthology/D19-1213.pdf
2019	EMNLP	# optim-sgd, optim-projection, reg-dropout, norm-gradient, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-subword, struct-crf, task-seqlab, task-lexicon	0	What Matters for Neural Cross-Lingual Named Entity Recognition: An Empirical Analysis	Xiaolei Huang, Jonathan May, Nanyun Peng	https://www.aclweb.org/anthology/D19-1672.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-lstm, arch-cnn, arch-att, task-seq2seq, task-alignment	0	A Deep Neural Information Fusion Architecture for Textual Network Embeddings	Zenan Xu, Qinliang Su, Xiaojun Quan, Weijia Zhang	https://www.aclweb.org/anthology/D19-1476.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-transfer, train-active, arch-lstm, arch-bilstm, arch-cnn, search-beam, pre-word2vec, pre-glove, struct-crf, task-textclass, task-seqlab	2	Practical Obstacles to Deploying Active Learning	David Lowell, Zachary C. Lipton, Byron C. Wallace	https://www.aclweb.org/anthology/D19-1003.pdf
2019	EMNLP	# optim-projection, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq	0	Shallow Domain Adaptive Embeddings for Sentiment Analysis	Prathusha K Sarma, Yingyu Liang, William Sethares	https://www.aclweb.org/anthology/D19-1557.pdf
2019	EMNLP	# norm-gradient, arch-rnn, arch-lstm, arch-att, struct-crf, task-seqlab, task-seq2seq	0	Korean Morphological Analysis with Tied Sequence-to-Sequence Multi-Task Model	Hyun-Je Song, Seong-Bae Park	https://www.aclweb.org/anthology/D19-1150.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-residual, arch-memo, arch-transformer	0	Video Dialog via Progressive Inference and Cross-Transformer	Weike Jin, Zhou Zhao, Mao Gu, Jun Xiao, Furu Wei, Yueting Zhuang	https://www.aclweb.org/anthology/D19-1217.pdf
2019	EMNLP	# optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, pre-glove, pre-bert, task-spanlab, task-seq2seq	0	ParaQG: A System for Generating Questions and Answers from Paragraphs	Vishwajeet Kumar, Sivaanandh Muneeswaran, Ganesh Ramakrishnan, Yuan-Fang Li	https://www.aclweb.org/anthology/D19-3030.pdf
2019	EMNLP	# train-mtl, train-transfer, arch-lstm, arch-att, arch-subword, arch-transformer, task-lm, task-seq2seq	0	Unsupervised Domain Adaptation for Neural Machine Translation with Domain-Aware Feature Embeddings	Zi-Yi Dou, Junjie Hu, Antonios Anastasopoulos, Graham Neubig	https://www.aclweb.org/anthology/D19-1147.pdf
2019	EMNLP	# reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-memo, pre-word2vec, latent-vae, latent-topic	1	Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification	Hu Linmei, Tianchi Yang, Chuan Shi, Houye Ji, Xiaoli Li	https://www.aclweb.org/anthology/D19-1488.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-dropout, train-active, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, comb-ensemble, pre-fasttext, task-textclass, task-lm, meta-arch	0	Sampling Bias in Deep Active Classification: An Empirical Study	Ameya Prabhu, Charles Dognin, Maneesh Singh	https://www.aclweb.org/anthology/D19-1417.pdf
2019	EMNLP	# reg-dropout, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, struct-crf, adv-train	0	Emotion Detection with Neural Personal Discrimination	Xiabing Zhou, Zhongqing Wang, Shoushan Li, Guodong Zhou, Min Zhang	https://www.aclweb.org/anthology/D19-1552.pdf
2019	EMNLP	# optim-adam, reg-stopping, arch-rnn, arch-lstm, arch-gru, nondif-reinforce, task-seq2seq	3	EGG: a toolkit for research on Emergence of lanGuage in Games	Eugene Kharitonov, Rahma Chaabouni, Diane Bouchacourt, Marco Baroni	https://www.aclweb.org/anthology/D19-3010.pdf
2019	EMNLP	# train-mll, train-transfer, arch-lstm, pre-bert, adv-feat, adv-train	0	Adversarial Removal of Demographic Attributes Revisited	Maria Barrett, Yova Kementchedjhieva, Yanai Elazar, Desmond Elliott, Anders Søgaard	https://www.aclweb.org/anthology/D19-1662.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-att, comb-ensemble, pre-bert, task-lm	1	How Reasonable are Common-Sense Reasoning Tasks: A Case-Study on the Winograd Schema Challenge and SWAG	Paul Trichelair, Ali Emami, Adam Trischler, Kaheer Suleman, Jackie Chi Kit Cheung	https://www.aclweb.org/anthology/D19-1335.pdf
2019	EMNLP	# optim-adam, norm-gradient, arch-lstm, arch-att, adv-train, task-lm, task-seq2seq	0	Learning to Flip the Sentiment of Reviews from Non-Parallel Corpora	Canasai Kruengkrai	https://www.aclweb.org/anthology/D19-1659.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert, task-textpair, task-spanlab, task-lm, task-seq2seq, task-cloze	4	Revealing the Dark Secrets of BERT	Olga Kovaleva, Alexey Romanov, Anna Rogers, Anna Rumshisky	https://www.aclweb.org/anthology/D19-1445.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-bert, adv-examp, task-textpair, task-spanlab, task-lm, task-seq2seq, task-tree	2	CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text	Koustuv Sinha, Shagun Sodhani, Jin Dong, Joelle Pineau, William L. Hamilton	https://www.aclweb.org/anthology/D19-1458.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, search-beam, pre-word2vec, struct-crf, latent-vae, task-seqlab, task-lm, task-relation, task-tree	0	Neural Generative Rhetorical Structure Parsing	Amandla Mabona, Laura Rimell, Stephen Clark, Andreas Vlachos	https://www.aclweb.org/anthology/D19-1233.pdf
2019	EMNLP	# optim-adam, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, search-viterbi, struct-crf, task-seqlab	1	Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event Extraction	Shun Zheng, Wei Cao, Wei Xu, Jiang Bian	https://www.aclweb.org/anthology/D19-1032.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-dropout, reg-worddropout, norm-gradient, arch-rnn, arch-lstm, latent-vae, task-textpair, task-lm	0	Enhancing Variational Autoencoders with Mutual Information Neural Estimation for Text Generation	Dong Qian, William K. Cheung	https://www.aclweb.org/anthology/D19-1416.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-labelsmooth, train-mll, train-transfer, arch-lstm, task-lm, task-seq2seq, task-relation	0	Cross-lingual Transfer Learning with Data Selection for Large-Scale Spoken Language Understanding	Quynh Do, Judith Gaspers	https://www.aclweb.org/anthology/D19-1153.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-cnn, arch-coverage, pre-glove, struct-cfg, task-lm	0	What Gets Echoed? Understanding the “Pointers” in Explanations of Persuasive Arguments	David Atkinson, Kumar Bhargav Srinivasan, Chenhao Tan	https://www.aclweb.org/anthology/D19-1289.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt	0	Sampling Matters! An Empirical Study of Negative Sampling Strategies for Learning of Matching Models in Retrieval-based Dialogue Systems	Jia Li, Chongyang Tao, Wei Wu, Yansong Feng, Dongyan Zhao, Rui Yan	https://www.aclweb.org/anthology/D19-1128.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-elmo, task-textpair, task-seq2seq	0	Query-focused Scenario Construction	Su Wang, Greg Durrett, Katrin Erk	https://www.aclweb.org/anthology/D19-1273.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, search-viterbi, struct-crf, latent-vae, task-seqlab, task-seq2seq	1	Learning Explicit and Implicit Structures for Targeted Sentiment Analysis	Hao Li, Wei Lu	https://www.aclweb.org/anthology/D19-1550.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, reg-patience, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, pre-elmo, pre-bert, struct-crf, task-textclass, task-lm, task-seq2seq, task-relation	6	SciBERT: A Pretrained Language Model for Scientific Text	Iz Beltagy, Kyle Lo, Arman Cohan	https://www.aclweb.org/anthology/D19-1371.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-lstm, arch-att, arch-copy, arch-coverage, arch-transformer, task-lm, task-seq2seq	0	Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset	Bill Byrne, Karthik Krishnamoorthi, Chinnadhurai Sankar, Arvind Neelakantan, Ben Goodrich, Daniel Duckworth, Semih Yavuz, Amit Dubey, Kyu-Young Kim, Andy Cedilnik	https://www.aclweb.org/anthology/D19-1459.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, reg-stopping, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, pre-glove, adv-examp, adv-train, task-textpair, task-lm, task-seq2seq	2	Certified Robustness to Adversarial Word Substitutions	Robin Jia, Aditi Raghunathan, Kerem Göksel, Percy Liang	https://www.aclweb.org/anthology/D19-1423.pdf
2019	EMNLP	# reg-dropout, train-mtl, arch-lstm, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-beam, pre-glove, task-lm, task-seq2seq, task-graph	0	Sentence-Level Content Planning and Style Specification for Neural Text Generation	Xinyu Hua, Lu Wang	https://www.aclweb.org/anthology/D19-1055.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-transfer, pool-max, arch-lstm, arch-cnn, arch-att, adv-train	0	Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised Data	Ruidong Wu, Yuan Yao, Xu Han, Ruobing Xie, Zhiyuan Liu, Fen Lin, Leyu Lin, Maosong Sun	https://www.aclweb.org/anthology/D19-1021.pdf
2019	EMNLP	# optim-adam, optim-projection, init-glorot, train-mll, train-transfer, train-augment, arch-lstm, arch-transformer, pre-fasttext, pre-bert, loss-nce, task-textclass, task-lm, task-seq2seq, task-relation	0	A systematic comparison of methods for low-resource dependency parsing on genuinely low-resource languages	Clara Vania, Yova Kementchedjhieva, Anders Søgaard, Adam Lopez	https://www.aclweb.org/anthology/D19-1102.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, pool-max, arch-lstm, arch-bilstm, arch-att, arch-gating, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, task-seqlab, task-spanlab	3	Don’t Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases	Christopher Clark, Mark Yatskar, Luke Zettlemoyer	https://www.aclweb.org/anthology/D19-1418.pdf
2019	EMNLP	# optim-adam, train-mll, arch-lstm, arch-att, pre-bert, task-textpair, task-spanlab	0	GeoSQA: A Benchmark for Scenario-based Question Answering in the Geography Domain at High School Level	Zixian Huang, Yulin Shen, Xiao Li, Yu’ang Wei, Gong Cheng, Lin Zhou, Xinyu Dai, Yuzhong Qu	https://www.aclweb.org/anthology/D19-1597.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-labelsmooth, norm-batch, norm-gradient, pool-max, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq, task-cloze, task-relation	2	FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow	Xuezhe Ma, Chunting Zhou, Xian Li, Graham Neubig, Eduard Hovy	https://www.aclweb.org/anthology/D19-1437.pdf
2019	EMNLP	# optim-projection, train-augment, pool-mean, arch-rnn, arch-lstm, arch-att, task-tree	2	Executing Instructions in Situated Collaborative Interactions	Alane Suhr, Claudia Yan, Jack Schluger, Stanley Yu, Hadi Khader, Marwa Mouallem, Iris Zhang, Yoav Artzi	https://www.aclweb.org/anthology/D19-1218.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-stopping, arch-lstm, arch-memo, comb-ensemble, pre-bert, latent-vae, task-textpair	0	Learning Latent Parameters without Human Response Patterns: Item Response Theory with Artificial Crowds	John P. Lalor, Hao Wu, Hong Yu	https://www.aclweb.org/anthology/D19-1434.pdf
2019	EMNLP	# optim-sgd, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, pre-word2vec, adv-train	0	Leveraging 2-hop Distant Supervision from Table Entity Pairs for Relation Extraction	Xiang Deng, Huan Sun	https://www.aclweb.org/anthology/D19-1039.pdf
2019	EMNLP	# optim-adam, optim-projection, train-augment, arch-lstm, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-coverage, pre-glove, pre-bert, task-seq2seq, task-tree	0	Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions	Rui Zhang, Tao Yu, Heyang Er, Sungrok Shim, Eric Xue, Xi Victoria Lin, Tianze Shi, Caiming Xiong, Richard Socher, Dragomir Radev	https://www.aclweb.org/anthology/D19-1537.pdf
2019	EMNLP	# arch-lstm, arch-att, search-beam, pre-elmo, pre-bert, task-lm, task-seq2seq	0	Generating Natural Anagrams: Towards Language Generation Under Hard Combinatorial Constraints	Masaaki Nishino, Sho Takase, Tsutomu Hirao, Masaaki Nagata	https://www.aclweb.org/anthology/D19-1674.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, train-mtl, arch-lstm, arch-att, pre-glove, latent-vae, latent-topic, task-seq2seq	0	Coupling Global and Local Context for Unsupervised Aspect Extraction	Ming Liao, Jing Li, Haisong Zhang, Lingzhi Wang, Xixin Wu, Kam-Fai Wong	https://www.aclweb.org/anthology/D19-1465.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-subword, task-lm, task-condlm, task-seq2seq, task-alignment	0	Improving Latent Alignment in Text Summarization by Generalizing the Pointer Generator	Xiaoyu Shen, Yang Zhao, Hui Su, Dietrich Klakow	https://www.aclweb.org/anthology/D19-1390.pdf
2019	EMNLP	# optim-adam, reg-decay, arch-lstm, arch-cnn, pre-glove, task-textclass	0	Learning Only from Relevant Keywords and Unlabeled Documents	Nontawat Charoenphakdee, Jongyeong Lee, Yiping Jin, Dittaya Wanvarie, Masashi Sugiyama	https://www.aclweb.org/anthology/D19-1411.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-cnn, arch-att, search-beam, nondif-reinforce, task-relation	0	Collaborative Policy Learning for Open Knowledge Graph Reasoning	Cong Fu, Tong Chen, Meng Qu, Woojeong Jin, Xiang Ren	https://www.aclweb.org/anthology/D19-1269.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-cnn, nondif-reinforce, adv-train, latent-vae, task-lm	0	Learning Rhyming Constraints using Structured Adversaries	Harsh Jhamtani, Sanket Vaibhav Mehta, Jaime Carbonell, Taylor Berg-Kirkpatrick	https://www.aclweb.org/anthology/D19-1621.pdf
2019	EMNLP	# optim-adagrad, init-glorot, train-augment, arch-lstm, arch-att, arch-selfatt, task-textclass, task-textpair, task-seq2seq	1	Induction Networks for Few-Shot Text Classification	Ruiying Geng, Binhua Li, Yongbin Li, Xiaodan Zhu, Ping Jian, Jian Sun	https://www.aclweb.org/anthology/D19-1403.pdf
2019	EMNLP	# optim-sgd, reg-dropout, reg-decay, arch-rnn, arch-lstm, arch-bilstm, arch-att, task-lm, task-seq2seq	3	Language Modeling for Code-Switching: Evaluation, Integration of Monolingual Data, and Discriminative Training	Hila Gonen, Yoav Goldberg	https://www.aclweb.org/anthology/D19-1427.pdf
2019	EMNLP	# arch-lstm, arch-att, task-tree	0	Leveraging Adjective-Noun Phrasing Knowledge for Comparison Relation Prediction in Text-to-SQL	Haoyan Liu, Lei Fang, Qian Liu, Bei Chen, Jian-Guang Lou, Zhoujun Li	https://www.aclweb.org/anthology/D19-1356.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-transformer, pre-fasttext, pre-bert, latent-topic	0	The Trumpiest Trump? Identifying a Subject’s Most Characteristic Tweets	Charuta Pethe, Steve Skiena	https://www.aclweb.org/anthology/D19-1175.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, reg-norm, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-beam, nondif-reinforce, loss-margin	0	Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning	Heng Wang, Shuangyin Li, Rong Pan, Mingzhi Mao	https://www.aclweb.org/anthology/D19-1264.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-norm, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass, task-seq2seq	0	Multi-Task Stance Detection with Sentiment and Stance Lexicons	Yingjie Li, Cornelia Caragea	https://www.aclweb.org/anthology/D19-1657.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, train-mtl, train-mll, train-transfer, pool-mean, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-relation, task-tree, task-lexicon	8	75 Languages, 1 Model: Parsing Universal Dependencies Universally	Dan Kondratyuk, Milan Straka	https://www.aclweb.org/anthology/D19-1279.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, task-seq2seq, task-tree	2	Learning Programmatic Idioms for Scalable Semantic Parsing	Srinivasan Iyer, Alvin Cheung, Luke Zettlemoyer	https://www.aclweb.org/anthology/D19-1545.pdf
2019	EMNLP	# train-mtl, arch-lstm, arch-cnn, arch-att, pre-fasttext, pre-elmo, pre-bert, task-relation	0	A Context-based Framework for Modeling the Role and Function of On-line Resource Citations in Scientific Literature	He Zhao, Zhunchen Luo, Chong Feng, Anqing Zheng, Xiaopeng Liu	https://www.aclweb.org/anthology/D19-1524.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-bilstm, pre-fasttext, struct-crf, task-textclass, task-seq2seq	0	A System for Diacritizing Four Varieties of Arabic	Hamdy Mubarak, Ahmed Abdelali, Kareem Darwish, Mohamed Eldesouki, Younes Samih, Hassan Sajjad	https://www.aclweb.org/anthology/D19-3037.pdf
2019	EMNLP	# reg-dropout, reg-stopping, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq	1	Joey NMT: A Minimalist NMT Toolkit for Novices	Julia Kreutzer, Joost Bastings, Stefan Riezler	https://www.aclweb.org/anthology/D19-3019.pdf
2019	EMNLP	# optim-sgd, optim-adam, optim-projection, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-elmo, pre-bert, task-textclass, task-lm, task-cloze	1	Visualizing and Understanding the Effectiveness of BERT	Yaru Hao, Li Dong, Furu Wei, Ke Xu	https://www.aclweb.org/anthology/D19-1424.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-patience, train-mtl, arch-lstm, arch-bilstm, arch-att, task-seq2seq, task-relation	0	Toward a Task of Feedback Comment Generation for Writing Learning	Ryo Nagata	https://www.aclweb.org/anthology/D19-1316.pdf
2019	EMNLP	# optim-adam, optim-projection, init-glorot, reg-norm, train-mll, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, comb-ensemble, pre-elmo, pre-bert, task-lm, task-relation	0	Specializing Word Embeddings (for Parsing) by Information Bottleneck	Xiang Lisa Li, Jason Eisner	https://www.aclweb.org/anthology/D19-1276.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-residual, search-greedy, search-beam, latent-vae, task-textclass, task-condlm, task-seq2seq	0	Exploring Diverse Expressions for Paraphrase Generation	Lihua Qian, Lin Qiu, Weinan Zhang, Xin Jiang, Yong Yu	https://www.aclweb.org/anthology/D19-1313.pdf
2019	EMNLP	# optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, pre-glove	1	Dually Interactive Matching Network for Personalized Response Selection in Retrieval-Based Chatbots	Jia-Chen Gu, Zhen-Hua Ling, Xiaodan Zhu, Quan Liu	https://www.aclweb.org/anthology/D19-1193.pdf
2019	EMNLP	# optim-sgd, init-glorot, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-memo, search-viterbi, struct-crf, task-seqlab, task-relation	0	Enhancing Dialogue Symptom Diagnosis with Global Attention and Symptom Graph	Xinzhu Lin, Xiahui He, Qin Chen, Huaixiao Tou, Zhongyu Wei, Ting Chen	https://www.aclweb.org/anthology/D19-1508.pdf
2019	EMNLP	# reg-dropout, reg-stopping, reg-patience, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-transformer, comb-ensemble, pre-bert, task-textclass, task-textpair, task-spanlab	0	MultiFC: A Real-World Multi-Domain Dataset for Evidence-Based Fact Checking of Claims	Isabelle Augenstein, Christina Lioma, Dongsheng Wang, Lucas Chaves Lima, Casper Hansen, Christian Hansen, Jakob Grue Simonsen	https://www.aclweb.org/anthology/D19-1475.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	0	Graph-based Deep Learning in Natural Language Processing	Shikhar Vashishth, Naganand Yadati, Partha Talukdar	https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-dropout, reg-decay, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, meta-arch	0	Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition	Yufan Jiang, Chi Hu, Tong Xiao, Chunliang Zhang, Jingbo Zhu	https://www.aclweb.org/anthology/D19-1367.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-transformer, task-lm, task-condlm, task-seq2seq	1	Neural Naturalist: Generating Fine-Grained Image Comparisons	Maxwell Forbes, Christine Kaeser-Chen, Piyush Sharma, Serge Belongie	https://www.aclweb.org/anthology/D19-1065.pdf
2019	EMNLP	# train-parallel, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, task-lm, task-seq2seq	4	Adaptively Sparse Transformers	Gonçalo M. Correia, Vlad Niculae, André F. T. Martins	https://www.aclweb.org/anthology/D19-1223.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-bilstm, adv-train, task-lm, task-seq2seq, task-relation, task-tree, task-graph	0	Nearly-Unsupervised Hashcode Representations for Biomedical Relation Extraction	Sahil Garg, Aram Galstyan, Greg Ver Steeg, Guillermo Cecchi	https://www.aclweb.org/anthology/D19-1414.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-transformer, pre-glove, pre-elmo, pre-bert, adv-examp, adv-train, task-textpair, task-lm	0	A Logic-Driven Framework for Consistency of Neural Models	Tao Li, Vivek Gupta, Maitrey Mehta, Vivek Srikumar	https://www.aclweb.org/anthology/D19-1405.pdf
2019	EMNLP	# optim-adam, reg-stopping, train-mtl, train-mll, train-transfer, arch-lstm, arch-coverage, pre-glove, pre-elmo, task-textclass, task-lm	0	Multi-Domain Goal-Oriented Dialogues (MultiDoGO): Strategies toward Curating and Annotating Large Scale Dialogue Data	Denis Peskov, Nancy Clarke, Jason Krone, Brigi Fodor, Yi Zhang, Adel Youssef, Mona Diab	https://www.aclweb.org/anthology/D19-1460.pdf
2019	EMNLP	# optim-adam, optim-adadelta, optim-projection, init-glorot, reg-dropout, norm-layer, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-residual, arch-bilinear, arch-coverage, arch-transformer, pre-glove, pre-elmo, pre-bert, task-textclass, task-seq2seq, task-relation, task-tree	0	Syntax-Enhanced Self-Attention-Based Semantic Role Labeling	Yue Zhang, Rui Wang, Luo Si	https://www.aclweb.org/anthology/D19-1057.pdf
2019	EMNLP	# arch-lstm, arch-att, arch-copy, pre-glove, pre-bert, task-spanlab, task-seq2seq	1	Can You Unpack That? Learning to Rewrite Questions-in-Context	Ahmed Elgohary, Denis Peskov, Jordan Boyd-Graber	https://www.aclweb.org/anthology/D19-1605.pdf
2019	EMNLP	# optim-adam, reg-labelsmooth, arch-lstm, arch-att, arch-selfatt, arch-transformer, latent-vae, task-spanlab, task-seq2seq, task-alignment	1	Hint-Based Training for Non-Autoregressive Machine Translation	Zhuohan Li, Zi Lin, Di He, Fei Tian, Tao Qin, Liwei Wang, Tie-Yan Liu	https://www.aclweb.org/anthology/D19-1573.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-att, arch-coverage, comb-ensemble, pre-glove, adv-examp, task-textclass, task-textpair, task-lm, task-seq2seq	0	Detecting and Reducing Bias in a High Stakes Domain	Ruiqi Zhong, Yanda Chen, Desmond Patton, Charlotte Selous, Kathy McKeown	https://www.aclweb.org/anthology/D19-1483.pdf
2019	EMNLP	# arch-lstm, arch-cnn, arch-transformer, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq	0	What Part of the Neural Network Does This? Understanding LSTMs by Measuring and Dissecting Neurons	Ji Xin, Jimmy Lin, Yaoliang Yu	https://www.aclweb.org/anthology/D19-1591.pdf
2019	EMNLP	# train-mtl, pool-max, arch-lstm, arch-att, task-textpair, task-lm, task-seq2seq, task-relation	0	Query-focused Sentence Compression in Linear Time	Abram Handler, Brendan O’Connor	https://www.aclweb.org/anthology/D19-1612.pdf
2019	EMNLP	# optim-projection, arch-lstm, arch-cnn, task-lm, task-condlm	0	Building Task-Oriented Visual Dialog Systems Through Alternative Optimization Between Dialog Policy and Language Generation	Mingyang Zhou, Josh Arnold, Zhou Yu	https://www.aclweb.org/anthology/D19-1014.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-elmo, pre-bert, task-spanlab	0	Machine Reading Comprehension Using Structural Knowledge Graph-aware Network	Delai Qiu, Yuanzhe Zhang, Xinwei Feng, Xiangwen Liao, Wenbin Jiang, Yajuan Lyu, Kang Liu, Jun Zhao	https://www.aclweb.org/anthology/D19-1602.pdf
2019	EMNLP	# reg-dropout, reg-stopping, reg-patience, arch-lstm, arch-cnn, search-viterbi, pre-word2vec, pre-fasttext, pre-elmo, pre-bert	0	HARE: a Flexible Highlighting Annotator for Ranking and Exploration	Denis Newman-Griffis, Eric Fosler-Lussier	https://www.aclweb.org/anthology/D19-3015.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	1	, abs		https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, pre-word2vec, pre-glove, task-textclass, task-textpair, task-seq2seq	0	You Shall Know a User by the Company It Keeps: Dynamic Representations for Social Media Users in NLP	Marco Del Tredici, Diego Marcheggiani, Sabine Schulte im Walde, Raquel Fernández	https://www.aclweb.org/anthology/D19-1477.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, comb-ensemble, search-beam, nondif-reinforce, task-lm, task-condlm, task-seq2seq	2	Countering Language Drift via Visual Grounding	Jason Lee, Kyunghyun Cho, Douwe Kiela	https://www.aclweb.org/anthology/D19-1447.pdf
2019	EMNLP	# reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-gating, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-seqlab, task-seq2seq, meta-arch	1	NeuronBlocks: Building Your NLP DNN Models Like Playing Lego	Ming Gong, Linjun Shou, Wutao Lin, Zhijie Sang, Quanjia Yan, Ze Yang, Feixiang Cheng, Daxin Jiang	https://www.aclweb.org/anthology/D19-3028.pdf
2019	EMNLP	# reg-dropout, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-glove, latent-topic, task-textclass, task-seqlab	0	Interpretable Relevant Emotion Ranking with Event-Driven Attention	Yang Yang, Deyu Zhou, Yulan He, Meng Zhang	https://www.aclweb.org/anthology/D19-1017.pdf
2019	EMNLP	# train-mtl, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-bert, task-extractive	1	Countering the Effects of Lead Bias in News Summarization via Multi-Stage Training and Auxiliary Losses	Matt Grenander, Yue Dong, Jackie Chi Kit Cheung, Annie Louis	https://www.aclweb.org/anthology/D19-1620.pdf
2019	EMNLP	# optim-adam, train-mtl, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, pre-bert, loss-nce, task-textpair, task-lm	4	KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning	Bill Yuchen Lin, Xinyue Chen, Jamin Chen, Xiang Ren	https://www.aclweb.org/anthology/D19-1282.pdf
2019	EMNLP	# train-mll, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-copy, pre-skipthought, task-seq2seq	0	A Modular Architecture for Unsupervised Sarcasm Generation	Abhijit Mishra, Tarun Tater, Karthik Sankaranarayanan	https://www.aclweb.org/anthology/D19-1636.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-subword, struct-crf, task-textclass, task-tree	0	Reconstructing Capsule Networks for Zero-shot Intent Classification	Han Liu, Xiaotong Zhang, Lu Fan, Xuandi Fu, Qimai Li, Xiao-Ming Wu, Albert Y.S. Lam	https://www.aclweb.org/anthology/D19-1486.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-coverage, comb-ensemble, pre-word2vec, struct-crf, task-textclass	0	Coverage of Information Extraction from Sentences and Paragraphs	Simon Razniewski, Nitisha Jain, Paramita Mirza, Gerhard Weikum	https://www.aclweb.org/anthology/D19-1583.pdf
2019	EMNLP	# optim-adam, train-mll, arch-lstm, arch-bilstm, task-relation	0	Multilingual Grammar Induction with Continuous Language Identification	Wenjuan Han, Ge Wang, Yong Jiang, Kewei Tu	https://www.aclweb.org/anthology/D19-1576.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, reg-norm, train-mtl, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, pre-bert, struct-crf	1	A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding	Libo Qin, Wanxiang Che, Yangming Li, Haoyang Wen, Ting Liu	https://www.aclweb.org/anthology/D19-1214.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-word2vec, struct-crf, adv-train, task-seqlab, task-seq2seq	3	Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning	Zheng Li, Xin Li, Ying Wei, Lidong Bing, Yu Zhang, Qiang Yang	https://www.aclweb.org/anthology/D19-1466.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-norm, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, search-viterbi, struct-crf, task-textclass, task-seqlab	0	Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network	Dianbo Sui, Yubo Chen, Kang Liu, Jun Zhao, Shengping Liu	https://www.aclweb.org/anthology/D19-1396.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, comb-ensemble, search-beam, search-viterbi, pre-bert, struct-hmm, struct-crf, task-textclass, task-seqlab, task-seq2seq	0	Leveraging Medical Literature for Section Prediction in Electronic Health Records	Sara Rosenthal, Ken Barker, Zhicheng Liang	https://www.aclweb.org/anthology/D19-1492.pdf
2019	EMNLP	# optim-adam, optim-projection, train-mll, train-augment, arch-lstm, arch-bilstm, task-relation	0	Working Hard or Hardly Working: Challenges of Integrating Typology into Neural Dependency Parsers	Adam Fisch, Jiang Guo, Regina Barzilay	https://www.aclweb.org/anthology/D19-1574.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, norm-layer, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, latent-topic, task-lm	0	A Hierarchical Location Prediction Neural Network for Twitter User Geolocation	Binxuan Huang, Kathleen Carley	https://www.aclweb.org/anthology/D19-1480.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-stopping, train-mll, arch-lstm, arch-att, arch-selfatt, arch-transformer, pre-elmo, task-spanlab, task-lm, task-seq2seq	1	Retrofitting Contextualized Word Embeddings with Paraphrases	Weijia Shi, Muhao Chen, Pei Zhou, Kai-Wei Chang	https://www.aclweb.org/anthology/D19-1113.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-bilinear, arch-coverage, pre-glove, pre-bert, task-seqlab, task-relation	0	Talk2Car: Taking Control of Your Self-Driving Car	Thierry Deruyttere, Simon Vandenhende, Dusan Grujicic, Luc Van Gool, Marie-Francine Moens	https://www.aclweb.org/anthology/D19-1215.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, pre-glove, task-seqlab	0	“A Buster Keaton of Linguistics”: First Automated Approaches for the Extraction of Vossian Antonomasia	Michel Schwab, Robert Jäschke, Frank Fischer, Jannik Strötgen	https://www.aclweb.org/anthology/D19-1647.pdf
2019	EMNLP	# optim-adam, arch-lstm, arch-att, arch-selfatt, task-spanlab, task-seq2seq	0	Question-type Driven Question Generation	Wenjie Zhou, Minghua Zhang, Yunfang Wu	https://www.aclweb.org/anthology/D19-1622.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, pre-elmo, pre-bert, task-textpair, task-spanlab, task-tree	1	What’s Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering	Tushar Khot, Ashish Sabharwal, Peter Clark	https://www.aclweb.org/anthology/D19-1281.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-transformer, struct-cfg, task-textclass, task-textpair, task-lm, task-seq2seq, task-tree	0	PaLM: A Hybrid Parser and Language Model	Hao Peng, Roy Schwartz, Noah A. Smith	https://www.aclweb.org/anthology/D19-1376.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, pre-glove, pre-bert, struct-crf, task-extractive, task-seq2seq, task-relation	0	Extractive Summarization of Long Documents by Combining Global and Local Context	Wen Xiao, Giuseppe Carenini	https://www.aclweb.org/anthology/D19-1298.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use	1	, abs		https://www.aclweb.org/anthology/D19-1682.pdf
2019	EMNLP	# optim-adam, train-transfer, arch-lstm, arch-bilstm, arch-cnn, nondif-reinforce, adv-examp, task-textclass, task-seq2seq	0	Adversarial Reprogramming of Text Classification Neural Networks	Paarth Neekhara, Shehzeen Hussain, Shlomo Dubnov, Farinaz Koushanfar	https://www.aclweb.org/anthology/D19-1525.pdf
2019	EMNLP	# reg-dropout, reg-norm, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq	0	Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-Training	Giannis Karamanolakis, Daniel Hsu, Luis Gravano	https://www.aclweb.org/anthology/D19-1468.pdf
2019	EMNLP	# optim-projection, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, search-greedy, pre-glove, task-seq2seq, task-tree	0	Look-up and Adapt: A One-shot Semantic Parser	Zhichu Lu, Forough Arabshahi, Igor Labutov, Tom Mitchell	https://www.aclweb.org/anthology/D19-1104.pdf
2019	EMNLP	# reg-dropout, arch-lstm, arch-att, pre-glove, pre-elmo, pre-bert, task-seqlab, task-lm, task-cloze	1	BERT for Coreference Resolution: Baselines and Analysis	Mandar Joshi, Omer Levy, Luke Zettlemoyer, Daniel Weld	https://www.aclweb.org/anthology/D19-1588.pdf
2019	EMNLP	# optim-adam, optim-projection, train-mll, train-transfer, train-active, arch-lstm, arch-bilstm, arch-cnn, arch-subword, struct-crf, latent-topic, task-seqlab, task-seq2seq	1	A Little Annotation does a Lot of Good: A Study in Bootstrapping Low-resource Named Entity Recognizers	Aditi Chaudhary, Jiateng Xie, Zaid Sheikh, Graham Neubig, Jaime Carbonell	https://www.aclweb.org/anthology/D19-1520.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, adv-train, task-lm, task-seq2seq	0	Specificity-Driven Cascading Approach for Unsupervised Sentiment Modification	Pengcheng Yang, Junyang Lin, Jingjing Xu, Jun Xie, Qi Su, Xu Sun	https://www.aclweb.org/anthology/D19-1553.pdf
2019	EMNLP	# optim-adam, optim-projection, train-mll, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-fasttext, pre-glove, task-seq2seq	0	Rotate King to get Queen: Word Relationships as Orthogonal Transformations in Embedding Space	Kawin Ethayarajh	https://www.aclweb.org/anthology/D19-1354.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, reg-stopping, train-mll, train-augment, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-transformer, pre-bert, adv-examp, adv-train, task-textclass, task-lm, task-seq2seq	0	LexicalAT: Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification	Jingjing Xu, Liang Zhao, Hanqi Yan, Qi Zeng, Yun Liang, Xu Sun	https://www.aclweb.org/anthology/D19-1554.pdf
2019	EMNLP	# optim-adam, pool-mean, arch-rnn, arch-lstm, pre-glove, task-seqlab, task-seq2seq	0	Extracting Possessions from Social Media: Images Complement Language	Dhivya Chinnappa, Srikala Murugan, Eduardo Blanco	https://www.aclweb.org/anthology/D19-1061.pdf
2019	EMNLP	# optim-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-glove, pre-bert, task-textpair, task-lm, task-cloze	3	Investigating BERT’s Knowledge of Language: Five Analysis Methods with NPIs	Alex Warstadt, Yu Cao, Ioana Grosu, Wei Peng, Hagen Blix, Yining Nie, Anna Alsop, Shikha Bordia, Haokun Liu, Alicia Parrish, Sheng-Fu Wang, Jason Phang, Anhad Mohananey, Phu Mon Htut, Paloma Jeretic, Samuel R. Bowman	https://www.aclweb.org/anthology/D19-1286.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-dropout, reg-norm, arch-lstm, arch-att, arch-memo, nondif-reinforce, latent-topic	0	Human-Like Decision Making: Document-level Aspect Sentiment Classification via Hierarchical Reinforcement Learning	Jingjing Wang, Changlong Sun, Shoushan Li, Jiancheng Wang, Luo Si, Min Zhang, Xiaozhong Liu, Guodong Zhou	https://www.aclweb.org/anthology/D19-1560.pdf
2019	EMNLP	# optim-adam, optim-projection, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-subword, comb-ensemble, search-beam, pre-word2vec, pre-glove, pre-elmo, adv-examp, task-textclass, task-textpair, task-spanlab, task-lm, task-seq2seq	8	Universal Adversarial Triggers for Attacking and Analyzing NLP	Eric Wallace, Shi Feng, Nikhil Kandpal, Matt Gardner, Sameer Singh	https://www.aclweb.org/anthology/D19-1221.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, pre-fasttext, struct-crf, loss-nce	0	FAMULUS: Interactive Annotation and Feedback Generation for Teaching Diagnostic Reasoning	Jonas Pfeiffer, Christian M. Meyer, Claudia Schulz, Jan Kiesewetter, Jan Zottmann, Michael Sailer, Elisabeth Bauer, Frank Fischer, Martin R. Fischer, Iryna Gurevych	https://www.aclweb.org/anthology/D19-3013.pdf
2019	EMNLP	# optim-adam, init-glorot, train-mll, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-glove, task-seq2seq, task-graph	2	VerbAtlas: a Novel Large-Scale Verbal Semantic Resource and Its Application to Semantic Role Labeling	Andrea Di Fabio, Simone Conia, Roberto Navigli	https://www.aclweb.org/anthology/D19-1058.pdf
2019	EMNLP	# optim-sgd, optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, pre-word2vec, pre-fasttext, task-textclass, task-seq2seq	0	ProSeqo: Projection Sequence Networks for On-Device Text Classification	Zornitsa Kozareva, Sujith Ravi	https://www.aclweb.org/anthology/D19-1402.pdf
2019	EMNLP	# reg-dropout, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert, struct-cfg, task-lm, task-seq2seq, task-cloze, task-tree	0	Tree Transformer: Integrating Tree Structures into Self-Attention	Yaushian Wang, Hung-Yi Lee, Yun-Nung Chen	https://www.aclweb.org/anthology/D19-1098.pdf
2019	EMNLP	# optim-projection, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, task-textclass, task-extractive, task-lm, task-condlm, task-seq2seq	0	From the Token to the Review: A Hierarchical Multimodal approach to Opinion Mining	Alexandre Garcia, Pierre Colombo, Florence d’Alché-Buc, Slim Essid, Chloé Clavel	https://www.aclweb.org/anthology/D19-1556.pdf
2019	EMNLP	# train-mll, arch-lstm, arch-bilstm, arch-att, arch-subword, pre-fasttext, pre-bert, task-seqlab, task-lm, task-relation	3	Small and Practical BERT Models for Sequence Labeling	Henry Tsai, Jason Riesa, Melvin Johnson, Naveen Arivazhagan, Xin Li, Amelia Archer	https://www.aclweb.org/anthology/D19-1374.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-dropout, train-mtl, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-coverage, pre-word2vec, latent-topic, task-spanlab, task-seq2seq	0	A Neural Citation Count Prediction Model based on Peer Review Text	Siqing Li, Wayne Xin Zhao, Eddy Jing Yin, Ji-Rong Wen	https://www.aclweb.org/anthology/D19-1497.pdf
2019	EMNLP	# train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, arch-transformer, pre-glove, pre-elmo, pre-bert, latent-vae, task-lm, task-seq2seq	0	Next Sentence Prediction helps Implicit Discourse Relation Classification within and across Domains	Wei Shi, Vera Demberg	https://www.aclweb.org/anthology/D19-1586.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-recnn, arch-cnn, arch-att, arch-memo, arch-copy, comb-ensemble, pre-word2vec, task-tree	0	Tree-structured Decoding for Solving Math Word Problems	Qianying Liu, Wenyv Guan, Sujian Li, Daisuke Kawahara	https://www.aclweb.org/anthology/D19-1241.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-coverage, pre-glove, pre-elmo, task-lm, task-seq2seq, task-alignment	0	Recursive Context-Aware Lexical Simplification	Sian Gooding, Ekaterina Kochmar	https://www.aclweb.org/anthology/D19-1491.pdf
2019	EMNLP	# optim-adam, train-transfer, pool-max, arch-lstm, arch-bilstm, arch-att, arch-transformer, pre-glove, pre-skipthought, pre-bert, pre-use, loss-triplet, task-textpair	5	Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks	Nils Reimers, Iryna Gurevych	https://www.aclweb.org/anthology/D19-1410.pdf
2019	EMNLP	# optim-projection, train-mll, train-transfer, arch-lstm, arch-att, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, pre-bert, pre-use, adv-train, loss-cca, task-textclass, task-textpair, task-lm, task-seq2seq, task-cloze	0	Multi-View Domain Adapted Sentence Embeddings for Low-Resource Unsupervised Duplicate Question Detection	Nina Poerner, Hinrich Schütze	https://www.aclweb.org/anthology/D19-1173.pdf
2019	EMNLP	# optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-memo, pre-glove	0	A Progressive Model to Enable Continual Learning for Semantic Slot Filling	Yilin Shen, Xiangyu Zeng, Hongxia Jin	https://www.aclweb.org/anthology/D19-1126.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-subword, struct-crf, task-lm	0	Spelling-Aware Construction of Macaronic Texts for Teaching Foreign-Language Vocabulary	Adithya Renduchintala, Philipp Koehn, Jason Eisner	https://www.aclweb.org/anthology/D19-1679.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, search-beam, task-lm, task-relation, task-tree	0	Variable beam search for generative neural parsing and its relevance for the analysis of neuro-imaging signal	Benoit Crabbé, Murielle Fabre, Christophe Pallier	https://www.aclweb.org/anthology/D19-1106.pdf
2019	EMNLP	# train-mll, arch-lstm, arch-bilstm, arch-transformer, pre-fasttext, pre-bert, adv-examp, task-textpair, task-condlm, task-seq2seq	1	PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification	Yinfei Yang, Yuan Zhang, Chris Tar, Jason Baldridge	https://www.aclweb.org/anthology/D19-1382.pdf
2019	EMNLP	# optim-adam, train-mll, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-memo, pre-skipthought, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq	0	Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations	Mingda Chen, Zewei Chu, Kevin Gimpel	https://www.aclweb.org/anthology/D19-1060.pdf
2019	EMNLP	# optim-adam, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, pre-word2vec, pre-elmo, task-lm, task-seq2seq, task-tree	0	A Unified Neural Coherence Model	Han Cheol Moon, Tasnim Mohiuddin, Shafiq Joty, Chi Xu	https://www.aclweb.org/anthology/D19-1231.pdf
2019	EMNLP	# optim-sgd, reg-dropout, arch-lstm, arch-bilstm, arch-att, pre-word2vec, pre-glove, pre-elmo, pre-bert, struct-crf, latent-topic, task-tree	0	Negative Focus Detection via Contextual Attention Mechanism	Longxiang Shen, Bowei Zou, Yu Hong, Guodong Zhou, Qiaoming Zhu, AiTi Aw	https://www.aclweb.org/anthology/D19-1230.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-bilstm, arch-att, arch-bilinear, task-seq2seq, task-relation, task-alignment	0	Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank	Meishan Zhang, Yue Zhang, Guohong Fu	https://www.aclweb.org/anthology/D19-1092.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-att, arch-memo, arch-copy, arch-bilinear, arch-coverage, task-textpair, task-spanlab, task-seq2seq, task-tree	0	Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs	Zhibin Liu, Zheng-Yu Niu, Hua Wu, Haifeng Wang	https://www.aclweb.org/anthology/D19-1187.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-cnn, pre-fasttext, pre-glove, pre-bert, adv-examp, adv-train, task-textclass, task-spanlab, task-seq2seq	3	Build it Break it Fix it for Dialogue Safety: Robustness from Adversarial Human Attack	Emily Dinan, Samuel Humeau, Bharath Chintagunta, Jason Weston	https://www.aclweb.org/anthology/D19-1461.pdf
2019	EMNLP	# optim-projection, train-mll, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, task-seqlab, task-seq2seq	3	Multi-Granularity Self-Attention for Neural Machine Translation	Jie Hao, Xing Wang, Shuming Shi, Jinfeng Zhang, Zhaopeng Tu	https://www.aclweb.org/anthology/D19-1082.pdf
2019	EMNLP	# optim-adam, reg-stopping, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, pre-bert, adv-train, latent-topic, task-lm	0	Neural Duplicate Question Detection without Labeled Training Data	Andreas Rücklé, Nafise Sadat Moosavi, Iryna Gurevych	https://www.aclweb.org/anthology/D19-1171.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-energy, search-sampling, pre-glove, struct-crf, task-textpair, task-lm, task-condlm, task-seq2seq	0	Autoregressive Text Generation Beyond Feedback Loops	Florian Schmidt, Stephan Mandt, Thomas Hofmann	https://www.aclweb.org/anthology/D19-1338.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-copy, arch-coverage, search-beam, pre-glove, latent-vae, task-spanlab, task-lm, task-condlm, task-seq2seq	1	Mixture Content Selection for Diverse Sequence Generation	Jaemin Cho, Minjoon Seo, Hannaneh Hajishirzi	https://www.aclweb.org/anthology/D19-1308.pdf
2019	EMNLP	# optim-adam, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, search-beam, pre-glove, loss-nce, task-extractive, task-lm	0	Summary Cloze: A New Task for Content Selection in Topic-Focused Summarization	Daniel Deutsch, Dan Roth	https://www.aclweb.org/anthology/D19-1386.pdf
2019	NAA-CL	# optim-sgd, optim-adam, optim-adadelta, reg-decay, arch-lstm, arch-recnn, arch-treelstm, arch-att, arch-coverage, search-beam, pre-glove, struct-cfg, nondif-reinforce, latent-vae, task-textpair, task-lm, task-condlm	5	Cooperative Learning of Disjoint Syntax and Semantics	Serhii Havrylov, Germán Kruszewski, Armand Joulin	https://www.aclweb.org/anthology/N19-1115.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-coverage, pre-word2vec, struct-crf, latent-vae, loss-nce, task-seqlab, task-relation	0	Neural Chinese Address Parsing	Hao Li, Wei Lu, Pengjun Xie, Linlin Li	https://www.aclweb.org/anthology/N19-1346.pdf
2019	NAA-CL	# optim-sgd, optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, pre-elmo, loss-cca, loss-svd, task-seqlab, task-lm, task-seq2seq	13	Understanding Learning Dynamics Of Language Models with SVCCA	Naomi Saphra, Adam Lopez	https://www.aclweb.org/anthology/N19-1329.pdf
2019	NAA-CL	# arch-lstm, arch-cnn, arch-att, arch-subword, arch-transformer, task-seq2seq	4	Positional Encoding to Control Output Sequence Length	Sho Takase, Naoaki Okazaki	https://www.aclweb.org/anthology/N19-1401.pdf
2019	NAA-CL	# optim-adam, arch-rnn, arch-lstm, task-lm	15	The emergence of number and syntax units in LSTM language models	Yair Lakretz, German Kruszewski, Theo Desbordes, Dieuwke Hupkes, Stanislas Dehaene, Marco Baroni	https://www.aclweb.org/anthology/N19-1002.pdf
2019	NAA-CL	# reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-coverage, search-beam, pre-glove, nondif-reinforce, latent-vae, task-seq2seq, task-tree	4	UHop: An Unrestricted-Hop Relation Extraction Framework for Knowledge-Based Question Answering	Zi-Yuan Chen, Chih-Hung Chang, Yi-Pei Chen, Jijnasa Nayak, Lun-Wei Ku	https://www.aclweb.org/anthology/N19-1031.pdf
2019	NAA-CL	# reg-dropout, train-mtl, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-elmo, task-lm, task-tree	1	Neural Constituency Parsing of Speech Transcripts	Paria Jamshid Lou, Yufei Wang, Mark Johnson	https://www.aclweb.org/anthology/N19-1282.pdf
2019	NAA-CL	# optim-adam, reg-stopping, train-mll, arch-lstm, task-lm, task-alignment	2	A Probabilistic Generative Model of Linguistic Typology	Johannes Bjerva, Yova Kementchedjhieva, Ryan Cotterell, Isabelle Augenstein	https://www.aclweb.org/anthology/N19-1156.pdf
2019	NAA-CL	# optim-adam, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, pre-glove, latent-vae	3	Be Consistent! Improving Procedural Text Comprehension using Label Consistency	Xinya Du, Bhavana Dalvi, Niket Tandon, Antoine Bosselut, Wen-tau Yih, Peter Clark, Claire Cardie	https://www.aclweb.org/anthology/N19-1244.pdf
2019	NAA-CL	# reg-dropout, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-glove, task-textpair, task-seq2seq	1	Simple Attention-Based Representation Learning for Ranking Short Social Media Posts	Peng Shi, Jinfeng Rao, Jimmy Lin	https://www.aclweb.org/anthology/N19-1229.pdf
2019	NAA-CL	# reg-dropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, search-beam, task-lm, task-seq2seq, task-tree	19	Learning to Navigate Unseen Environments: Back Translation with Environmental Dropout	Hao Tan, Licheng Yu, Mohit Bansal	https://www.aclweb.org/anthology/N19-1268.pdf
2019	NAA-CL	# optim-adam, optim-projection, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, search-beam, struct-crf, task-textclass, task-lm, task-seq2seq	5	Improving Lemmatization of Non-Standard Languages with Joint Learning	Enrique Manjavacas, Ákos Kádár, Mike Kestemont	https://www.aclweb.org/anthology/N19-1153.pdf
2019	NAA-CL	# optim-adam, reg-stopping, train-augment, arch-lstm, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-subword, arch-transformer, search-beam, pre-glove, pre-elmo, task-textpair, task-lm, task-condlm, task-seq2seq, task-tree	1	Improved Lexically Constrained Decoding for Translation and Monolingual Rewriting	J. Edward Hu, Huda Khayrallah, Ryan Culkin, Patrick Xia, Tongfei Chen, Matt Post, Benjamin Van Durme	https://www.aclweb.org/anthology/N19-1090.pdf
2019	NAA-CL	# optim-adam, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-residual, arch-coverage, arch-subword, arch-transformer, search-beam	19	MuST-C: a Multilingual Speech Translation Corpus	Mattia A. Di Gangi, Roldano Cattoni, Luisa Bentivogli, Matteo Negri, Marco Turchi	https://www.aclweb.org/anthology/N19-1202.pdf
2019	NAA-CL	# optim-projection, reg-dropout, train-mll, arch-lstm, adv-train, task-relation, task-tree, task-alignment	1	Typological Features for Multilingual Delexicalised Dependency Parsing	Manon Scholivet, Franck Dary, Alexis Nasr, Benoit Favre, Carlos Ramisch	https://www.aclweb.org/anthology/N19-1393.pdf
2019	NAA-CL	# optim-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree, task-lexicon, task-alignment	12	Cross-lingual Transfer Learning for Multilingual Task Oriented Dialog	Sebastian Schuster, Sonal Gupta, Rushin Shah, Mike Lewis	https://www.aclweb.org/anthology/N19-1380.pdf
2019	NAA-CL	# pool-mean, arch-lstm, arch-cnn, arch-att, arch-selfatt, comb-ensemble, pre-fasttext, pre-glove, struct-crf, loss-cca, loss-margin, task-textclass	1	Ranking-Based Autoencoder for Extreme Multi-label Classification	Bingyu Wang, Li Chen, Wei Sun, Kechen Qin, Kefeng Li, Hui Zhou	https://www.aclweb.org/anthology/N19-1289.pdf
2019	NAA-CL	# optim-adam, reg-dropout, reg-patience, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-word2vec, struct-crf, task-textclass, task-seq2seq	3	HiGRU: Hierarchical Gated Recurrent Units for Utterance-Level Emotion Recognition	Wenxiang Jiao, Haiqin Yang, Irwin King, Michael R. Lyu	https://www.aclweb.org/anthology/N19-1037.pdf
2019	NAA-CL	# optim-sgd, optim-adam, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-fasttext, pre-glove, task-textclass, task-textpair, task-condlm, task-seq2seq	59	Attention is not Explanation	Sarthak Jain, Byron C. Wallace	https://www.aclweb.org/anthology/N19-1357.pdf
2019	NAA-CL	# optim-sgd, train-mll, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, struct-crf, latent-vae, loss-svd, task-seqlab, task-lm	1	Misspelling Oblivious Word Embeddings	Aleksandra Piktus, Necati Bora Edizel, Piotr Bojanowski, Edouard Grave, Rui Ferreira, Fabrizio Silvestri	https://www.aclweb.org/anthology/N19-1326.pdf
2019	NAA-CL	# reg-dropout, arch-lstm, pre-glove, task-seqlab	0	“President Vows to Cut Hair”: Dataset and Analysis of Creative Text Editing for Humorous Headlines	Nabil Hossain, John Krumm, Michael Gamon	https://www.aclweb.org/anthology/N19-1012.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-copy, arch-coverage, arch-transformer, pre-bert, task-lm, task-seq2seq, task-tree	1	PoMo: Generating Entity-Specific Post-Modifiers in Context	Jun Seok Kang, Robert Logan, Zewei Chu, Yang Chen, Dheeru Dua, Kevin Gimpel, Sameer Singh, Niranjan Balasubramanian	https://www.aclweb.org/anthology/N19-1089.pdf
2019	NAA-CL	# reg-norm, arch-lstm, arch-bilstm, arch-att, search-viterbi, struct-hmm, struct-crf, latent-vae, task-seqlab	4	Better Modeling of Incomplete Annotations for Named Entity Recognition	Zhanming Jie, Pengjun Xie, Wei Lu, Ruixue Ding, Linlin Li	https://www.aclweb.org/anthology/N19-1079.pdf
2019	NAA-CL	# optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-word2vec, latent-vae, task-lm	5	Document-Level N-ary Relation Extraction with Multiscale Representation Learning	Robin Jia, Cliff Wong, Hoifung Poon	https://www.aclweb.org/anthology/N19-1370.pdf
2019	NAA-CL	# optim-sgd, reg-dropout, reg-worddropout, reg-patience, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-subword, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm	27	Pooled Contextualized Embeddings for Named Entity Recognition	Alan Akbik, Tanja Bergmann, Roland Vollgraf	https://www.aclweb.org/anthology/N19-1078.pdf
2019	NAA-CL	# optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, arch-att, pre-glove	0	Multi-Channel Convolutional Neural Network for Twitter Emotion and Sentiment Recognition	Jumayel Islam, Robert E. Mercer, Lu Xiao	https://www.aclweb.org/anthology/N19-1137.pdf
2019	NAA-CL	# arch-lstm, arch-memo, pre-bert, struct-crf, task-seqlab	3	A Silver Standard Corpus of Human Phenotype-Gene Relations	Diana Sousa, Andre Lamurias, Francisco M. Couto	https://www.aclweb.org/anthology/N19-1152.pdf
2019	NAA-CL	# optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-att, latent-topic, task-textclass, task-lm, task-seq2seq	0	Conversation Model Fine-Tuning for Classifying Client Utterances in Counseling Dialogues	Sungjoon Park, Donghyun Kim, Alice Oh	https://www.aclweb.org/anthology/N19-1148.pdf
2019	NAA-CL	# optim-sgd, optim-adam, optim-adagrad, optim-projection, reg-norm, arch-lstm, arch-bilstm, arch-memo, pre-glove, latent-topic, task-lexicon	1	Sentence Embedding Alignment for Lifelong Relation Extraction	Hong Wang, Wenhan Xiong, Mo Yu, Xiaoxiao Guo, Shiyu Chang, William Yang Wang	https://www.aclweb.org/anthology/N19-1086.pdf
2019	NAA-CL	# reg-dropout, activ-relu, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, pre-glove, task-textclass, task-textpair, task-seq2seq	3	How Large a Vocabulary Does Text Classification Need? A Variational Approach to Vocabulary Selection	Wenhu Chen, Yu Su, Yilin Shen, Zhiyu Chen, Xifeng Yan, William Yang Wang	https://www.aclweb.org/anthology/N19-1352.pdf
2019	NAA-CL	# optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, comb-ensemble, pre-word2vec, pre-fasttext, pre-glove, latent-vae, task-seq2seq, task-relation	1	Detecting Cybersecurity Events from Noisy Short Text	Semih Yagcioglu, Mehmet Saygin Seyfioglu, Begum Citamak, Batuhan Bardak, Seren Guldamlasioglu, Azmi Yuksel, Emin Islam Tatli	https://www.aclweb.org/anthology/N19-1138.pdf
2019	NAA-CL	# optim-sgd, optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, arch-transformer, pre-glove, pre-elmo, task-lm	3	Recursive Routing Networks: Learning to Compose Modules for Language Understanding	Ignacio Cases, Clemens Rosenbaum, Matthew Riemer, Atticus Geiger, Tim Klinger, Alex Tamkin, Olivia Li, Sandhini Agarwal, Joshua D. Greene, Dan Jurafsky, Christopher Potts, Lauri Karttunen	https://www.aclweb.org/anthology/N19-1365.pdf
2019	NAA-CL	# optim-adam, train-transfer, arch-lstm, arch-att, arch-coverage, arch-subword, search-beam, task-lm, task-seq2seq, task-alignment	3	Curriculum Learning for Domain Adaptation in Neural Machine Translation	Xuan Zhang, Pamela Shapiro, Gaurav Kumar, Paul McNamee, Marine Carpuat, Kevin Duh	https://www.aclweb.org/anthology/N19-1189.pdf
2019	NAA-CL	# optim-sgd, optim-adam, train-mtl, train-transfer, arch-lstm, arch-coverage, pre-glove, pre-skipthought, pre-bert, task-textpair, task-lm	3	Mining Discourse Markers for Unsupervised Sentence Representation Learning	Damien Sileo, Tim Van De Cruys, Camille Pradel, Philippe Muller	https://www.aclweb.org/anthology/N19-1351.pdf
2019	NAA-CL	# optim-adam, reg-stopping, reg-decay, train-active, arch-lstm, pre-word2vec, latent-vae, task-textclass, task-seqlab	0	Modelling Instance-Level Annotator Reliability for Natural Language Labelling Tasks	Maolin Li, Arvid Fahlström Myrman, Tingting Mu, Sophia Ananiadou	https://www.aclweb.org/anthology/N19-1295.pdf
2019	NAA-CL	# optim-adam, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, pre-word2vec, pre-glove, struct-crf, task-lm, task-seq2seq	0	Early Rumour Detection	Kaimin Zhou, Chang Shu, Binyang Li, Jey Han Lau	https://www.aclweb.org/anthology/N19-1163.pdf
2019	NAA-CL	# optim-adam, reg-dropout, reg-decay, norm-batch, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-memo, arch-subword, search-beam, task-lm, task-seq2seq	23	Pre-training on high-resource speech recognition improves low-resource speech-to-text translation	Sameer Bansal, Herman Kamper, Karen Livescu, Adam Lopez, Sharon Goldwater	https://www.aclweb.org/anthology/N19-1006.pdf
2019	NAA-CL	# optim-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq	17	Star-Transformer	Qipeng Guo, Xipeng Qiu, Pengfei Liu, Yunfan Shao, Xiangyang Xue, Zheng Zhang	https://www.aclweb.org/anthology/N19-1133.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab	3	GraphIE: A Graph-Based Framework for Information Extraction	Yujie Qian, Enrico Santus, Zhijing Jin, Jiang Guo, Regina Barzilay	https://www.aclweb.org/anthology/N19-1082.pdf
2019	NAA-CL	# optim-adam, optim-projection, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-copy, search-beam, task-condlm, task-seq2seq, task-tree	0	Context Dependent Semantic Parsing over Temporally Structured Data	Charles Chen, Razvan Bunescu	https://www.aclweb.org/anthology/N19-1360.pdf
2019	NAA-CL	# reg-dropout, arch-rnn, arch-lstm, arch-coverage, search-beam, task-lm, task-tree	6	Structural Supervision Improves Learning of Non-Local Grammatical Dependencies	Ethan Wilcox, Peng Qian, Richard Futrell, Miguel Ballesteros, Roger Levy	https://www.aclweb.org/anthology/N19-1334.pdf
2019	NAA-CL	# optim-adam, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, latent-vae, task-seqlab, task-extractive, task-lm, task-seq2seq	2	Jointly Extracting and Compressing Documents with Summary State Representations	Afonso Mendes, Shashi Narayan, Sebastião Miranda, Zita Marinho, André F. T. Martins, Shay B. Cohen	https://www.aclweb.org/anthology/N19-1397.pdf
2019	NAA-CL	# optim-adam, optim-projection, reg-dropout, train-transfer, arch-lstm, arch-cnn, arch-memo, latent-vae, task-lm	3	Riemannian Normalizing Flow on Variational Wasserstein Autoencoder for Text Modeling	Prince Zizhuang Wang, William Yang Wang	https://www.aclweb.org/anthology/N19-1025.pdf
2019	NAA-CL	# optim-adam, optim-projection, reg-dropout, norm-batch, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-glove, nondif-reinforce, task-seq2seq, task-tree	4	Bidirectional Attentive Memory Networks for Question Answering over Knowledge Bases	Yu Chen, Lingfei Wu, Mohammed J. Zaki	https://www.aclweb.org/anthology/N19-1299.pdf
2019	NAA-CL	# optim-adam, reg-dropout, reg-stopping, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-subword, search-viterbi, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation	3	Neural Semi-Markov Conditional Random Fields for Robust Character-Based Part-of-Speech Tagging	Apostolos Kemos, Heike Adel, Hinrich Schütze	https://www.aclweb.org/anthology/N19-1280.pdf
2019	NAA-CL	# optim-adam, optim-projection, init-glorot, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-memo, arch-subword, pre-fasttext, struct-crf, adv-train, loss-svd, task-seqlab, task-lm, task-lexicon, task-alignment	0	Zero-Shot Cross-Lingual Opinion Target Extraction	Soufian Jebbara, Philipp Cimiano	https://www.aclweb.org/anthology/N19-1257.pdf
2019	NAA-CL	# optim-adam, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, task-textpair	0	Using Natural Language Relations between Answer Choices for Machine Comprehension	Rajkumar Pujari, Dan Goldwasser	https://www.aclweb.org/anthology/N19-1403.pdf
2019	NAA-CL	# reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-coverage, arch-subword, search-beam, search-viterbi, struct-crf, latent-topic, task-textpair, task-seqlab, task-lm, task-seq2seq	0	Incorporating Word Attention into Character-Based Word Segmentation	Shohei Higashiyama, Masao Utiyama, Eiichiro Sumita, Masao Ideuchi, Yoshiaki Oida, Yohei Sakamoto, Isaac Okada	https://www.aclweb.org/anthology/N19-1276.pdf
2019	NAA-CL	# optim-sgd, reg-dropout, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, search-viterbi, pre-word2vec, struct-crf, task-textclass, task-seqlab	1	An Encoding Strategy Based Word-Character LSTM for Chinese NER	Wei Liu, Tongge Xu, Qinghua Xu, Jiayu Song, Yueran Zu	https://www.aclweb.org/anthology/N19-1247.pdf
2019	NAA-CL	# optim-adam, arch-lstm, arch-gru, arch-att, latent-vae, task-seq2seq, task-lexicon	3	Let’s Make Your Request More Persuasive: Modeling Persuasive Strategies via Semi-Supervised Neural Nets on Crowdfunding Platforms	Diyi Yang, Jiaao Chen, Zichao Yang, Dan Jurafsky, Eduard Hovy	https://www.aclweb.org/anthology/N19-1364.pdf
2019	NAA-CL	# optim-adam, pool-max, arch-lstm, arch-coverage, pre-word2vec, struct-crf, task-seqlab	1	TOI-CNN: a Solution of Information Extraction on Chinese Insurance Policy	Lin Sun, Kai Zhang, Fule Ji, Zhenhua Yang	https://www.aclweb.org/anthology/N19-2022.pdf
2019	NAA-CL	# reg-dropout, arch-lstm, arch-att, arch-selfatt, arch-memo, pre-elmo, pre-bert, task-lm, task-cloze	16	Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary Sentence	Chi Sun, Luyao Huang, Xipeng Qiu	https://www.aclweb.org/anthology/N19-1035.pdf
2019	NAA-CL	# optim-adam, optim-projection, reg-dropout, norm-gradient, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-treelstm, arch-att, arch-memo, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, search-beam, task-seq2seq, task-relation	3	Syntax-Enhanced Neural Machine Translation with Syntax-Aware Word Representations	Meishan Zhang, Zhenghua Li, Guohong Fu, Min Zhang	https://www.aclweb.org/anthology/N19-1118.pdf
2019	NAA-CL	# reg-dropout, arch-rnn, arch-lstm, arch-att, search-beam, adv-train, latent-vae, task-condlm, task-seq2seq	5	Answer-based Adversarial Training for Generating Clarification Questions	Sudha Rao, Hal Daumé III	https://www.aclweb.org/anthology/N19-1013.pdf
2019	NAA-CL	# norm-batch, arch-rnn, arch-lstm, arch-cnn, arch-att, adv-train, task-lm, task-condlm, task-seq2seq	5	Evaluating Text GANs as Language Models	Guy Tevet, Gavriel Habib, Vered Shwartz, Jonathan Berant	https://www.aclweb.org/anthology/N19-1233.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-fasttext, task-textclass, task-seq2seq, task-tree	2	Semantically-Aligned Equation Generation for Solving and Reasoning Math Word Problems	Ting-Rui Chiang, Yun-Nung Chen	https://www.aclweb.org/anthology/N19-1272.pdf
2019	NAA-CL	# optim-adam, init-glorot, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-glove, task-textclass, task-relation	1	Topic Spotting using Hierarchical Networks with Self Attention	Pooja Chitkara, Ashutosh Modi, Pravalika Avvaru, Sepehr Janghorbani, Mubbasir Kapadia	https://www.aclweb.org/anthology/N19-1376.pdf
2019	NAA-CL	# optim-sgd, reg-dropout, activ-relu, arch-rnn, arch-lstm, arch-att, arch-memo, search-beam, struct-cfg, task-lm, task-seq2seq	0	Top-Down Structurally-Constrained Neural Response Generation with Lexicalized Probabilistic Context-Free Grammar	Wenchao Du, Alan W Black	https://www.aclweb.org/anthology/N19-1377.pdf
2019	NAA-CL	# arch-lstm, arch-bilstm, arch-att, comb-ensemble, pre-word2vec, task-lm, task-relation	3	Incorporating Emoji Descriptions Improves Tweet Classification	Abhishek Singh, Eduardo Blanco, Wei Jin	https://www.aclweb.org/anthology/N19-1214.pdf
2019	NAA-CL	# optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, nondif-reinforce, latent-vae, task-seq2seq, task-tree	17	Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models	Tiancheng Zhao, Kaige Xie, Maxine Eskenazi	https://www.aclweb.org/anthology/N19-1123.pdf
2019	NAA-CL	# train-transfer, arch-lstm, arch-bilstm, pre-word2vec, pre-glove, pre-elmo, pre-bert, struct-crf, adv-train, task-textclass, task-textpair, task-seqlab, task-lm	1	Using Similarity Measures to Select Pretraining Data for NER	Xiang Dai, Sarvnaz Karimi, Ben Hachey, Cecile Paris	https://www.aclweb.org/anthology/N19-1149.pdf
2019	NAA-CL	# optim-adam, reg-patience, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, adv-train, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-relation	51	Linguistic Knowledge and Transferability of Contextual Representations	Nelson F. Liu, Matt Gardner, Yonatan Belinkov, Matthew E. Peters, Noah A. Smith	https://www.aclweb.org/anthology/N19-1112.pdf
2019	NAA-CL	# reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-coverage, pre-bert, adv-examp, adv-train, task-textclass, task-condlm, task-seq2seq	3	Adversarial Training for Weakly Supervised Event Detection	Xiaozhi Wang, Xu Han, Zhiyuan Liu, Maosong Sun, Peng Li	https://www.aclweb.org/anthology/N19-1105.pdf
2019	NAA-CL	# optim-adadelta, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-glove, pre-elmo, pre-bert, task-lm	4	Structural Scaffolds for Citation Intent Classification in Scientific Publications	Arman Cohan, Waleed Ammar, Madeleine van Zuylen, Field Cady	https://www.aclweb.org/anthology/N19-1361.pdf
2019	NAA-CL	# optim-adam, norm-batch, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-glove, struct-crf, task-seqlab, task-lm	0	VCWE: Visual Character-Enhanced Word Embeddings	Chi Sun, Xipeng Qiu, Xuanjing Huang	https://www.aclweb.org/anthology/N19-1277.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-subword, pre-fasttext, pre-glove, adv-examp, task-seq2seq	5	Neural Machine Translation of Text from Non-Native Speakers	Antonios Anastasopoulos, Alison Lui, Toan Q. Nguyen, David Chiang	https://www.aclweb.org/anthology/N19-1311.pdf
2019	NAA-CL	# optim-sgd, optim-adam, init-glorot, reg-dropout, arch-lstm, arch-att, search-greedy, search-beam, struct-crf, struct-cfg, task-seqlab, task-relation	1	Discontinuous Constituency Parsing with a Stack-Free Transition System and a Dynamic Oracle	Maximin Coavoux, Shay B. Cohen	https://www.aclweb.org/anthology/N19-1018.pdf
2019	NAA-CL	# optim-sgd, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, comb-ensemble, adv-train, task-seqlab, task-seq2seq	1	Joint Learning of Pre-Trained and Random Units for Domain Adaptation in Part-of-Speech Tagging	Sara Meftah, Youssef Tamaazousti, Nasredine Semmar, Hassane Essafi, Fatiha Sadat	https://www.aclweb.org/anthology/N19-1416.pdf
2019	NAA-CL	# optim-adam, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-word2vec, pre-glove, pre-elmo, latent-vae, task-lm, task-seq2seq	4	In Other News: a Bi-style Text-to-speech Model for Synthesizing Newscaster Voice with Limited Data	Nishant Prateek, Mateusz Łajszczak, Roberto Barra-Chicote, Thomas Drugman, Jaime Lorenzo-Trueba, Thomas Merritt, Srikanth Ronanki, Trevor Wood	https://www.aclweb.org/anthology/N19-2026.pdf
2019	NAA-CL	# optim-sgd, optim-adam, init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-gating, arch-energy, search-viterbi, pre-word2vec, pre-skipthought, struct-hmm, struct-crf, adv-train, task-textclass, task-seq2seq	0	Adaptation of Hierarchical Structured Models for Speech Act Recognition in Asynchronous Conversation	Tasnim Mohiuddin, Thanh-Tung Nguyen, Shafiq Joty	https://www.aclweb.org/anthology/N19-1134.pdf
2019	NAA-CL	# optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, latent-vae, loss-nce, task-seq2seq	0	Learning to Decipher Hate Symbols	Jing Qian, Mai ElSherief, Elizabeth Belding, William Yang Wang	https://www.aclweb.org/anthology/N19-1305.pdf
2019	NAA-CL	# optim-adam, init-glorot, reg-dropout, train-augment, arch-lstm, arch-att, arch-coverage, comb-ensemble, search-beam, task-seq2seq, task-tree	1	Iterative Search for Weakly Supervised Semantic Parsing	Pradeep Dasigi, Matt Gardner, Shikhar Murty, Luke Zettlemoyer, Eduard Hovy	https://www.aclweb.org/anthology/N19-1273.pdf
2019	NAA-CL	# optim-adam, optim-projection, reg-dropout, train-transfer, pool-max, arch-rnn, arch-lstm, arch-att, comb-ensemble, pre-glove, task-textpair, task-lm, task-seq2seq	1	Linguistically-Informed Specificity and Semantic Plausibility for Dialogue Generation	Wei-Jen Ko, Greg Durrett, Junyi Jessy Li	https://www.aclweb.org/anthology/N19-1349.pdf
2019	NAA-CL	# optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, arch-att, arch-memo, task-textpair, task-relation, task-graph	3	Biomedical Event Extraction based on Knowledge-driven Tree-LSTM	Diya Li, Lifu Huang, Heng Ji, Jiawei Han	https://www.aclweb.org/anthology/N19-1145.pdf
2019	NAA-CL	# optim-adam, arch-rnn, arch-lstm, comb-ensemble	0	Improving Natural Language Interaction with Robots Using Advice	Nikhil Mehta, Dan Goldwasser	https://www.aclweb.org/anthology/N19-1195.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-coverage, comb-ensemble, pre-glove, task-textclass	0	Predicting Helpful Posts in Open-Ended Discussion Forums: A Neural Architecture	Kishaloy Halder, Min-Yen Kan, Kazunari Sugiyama	https://www.aclweb.org/anthology/N19-1318.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-bilstm, pre-word2vec, pre-glove, struct-crf	0	A k-Nearest Neighbor Approach towards Multi-level Sequence Labeling	Yue Chen, John Chen	https://www.aclweb.org/anthology/N19-2019.pdf
2019	NAA-CL	# train-mll, arch-lstm, arch-subword, pre-fasttext, pre-elmo, loss-svd, task-lm, task-seq2seq, task-relation, task-alignment	8	Context-Aware Cross-Lingual Mapping	Hanan Aldarmaki, Mona Diab	https://www.aclweb.org/anthology/N19-1391.pdf
2019	NAA-CL	# optim-adam, optim-adagrad, optim-adadelta, optim-projection, reg-dropout, reg-norm, train-mll, train-active, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-gating, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon	7	Polyglot Contextual Representations Improve Crosslingual Transfer	Phoebe Mulcaire, Jungo Kasai, Noah A. Smith	https://www.aclweb.org/anthology/N19-1392.pdf
2019	NAA-CL	# reg-dropout, arch-rnn, arch-lstm, arch-att, arch-coverage, search-beam, pre-glove, struct-crf, task-textpair, task-seq2seq, task-tree	1	Open Information Extraction from Question-Answer Pairs	Nikita Bhutani, Yoshihiko Suhara, Wang-Chiew Tan, Alon Halevy, H. V. Jagadish	https://www.aclweb.org/anthology/N19-1239.pdf
2019	NAA-CL	# optim-adam, init-glorot, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-fasttext, loss-svd, task-condlm	2	AudioCaps: Generating Captions for Audios in The Wild	Chris Dongjoo Kim, Byeongchang Kim, Hyunmin Lee, Gunhee Kim	https://www.aclweb.org/anthology/N19-1011.pdf
2019	NAA-CL	# optim-adam, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-memo, pre-glove, loss-nce, task-spanlab, task-lm, task-seq2seq	0	Harry Potter and the Action Prediction Challenge from Natural Language	David Vilares, Carlos Gómez-Rodríguez	https://www.aclweb.org/anthology/N19-1218.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-lstm, arch-att, arch-gating, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, adv-train, task-relation	3	Learning to Denoise Distantly-Labeled Data for Entity Typing	Yasumasa Onoe, Greg Durrett	https://www.aclweb.org/anthology/N19-1250.pdf
2019	NAA-CL	# init-glorot, train-mll, train-parallel, arch-rnn, arch-lstm, arch-bilstm, comb-ensemble, pre-elmo, task-relation	2	Recursive Subtree Composition in LSTM-Based Dependency Parsing	Miryam de Lhoneux, Miguel Ballesteros, Joakim Nivre	https://www.aclweb.org/anthology/N19-1159.pdf
2019	NAA-CL	# optim-adam, arch-lstm, arch-bilstm, arch-cnn, arch-att, task-textpair	0	AttentiveChecker: A Bi-Directional Attention Flow Mechanism for Fact Verification	Santosh Tokala, Vishal G, Avirup Saha, Niloy Ganguly	https://www.aclweb.org/anthology/N19-1230.pdf
2019	NAA-CL	# optim-adam, init-glorot, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-transformer, task-extractive, task-seq2seq, task-relation	4	Single Document Summarization as Tree Induction	Yang Liu, Ivan Titov, Mirella Lapata	https://www.aclweb.org/anthology/N19-1173.pdf
2019	NAA-CL	# optim-adam, optim-projection, reg-stopping, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, comb-ensemble, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-relation	0	AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning	Han Guo, Ramakanth Pasunuru, Mohit Bansal	https://www.aclweb.org/anthology/N19-1355.pdf
2019	NAA-CL	# optim-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-copy, arch-bilinear, arch-coverage, task-textpair, task-extractive, task-lm, task-seq2seq, task-relation	6	Guiding Extractive Summarization with Question-Answering Rewards	Kristjan Arumae, Fei Liu	https://www.aclweb.org/anthology/N19-1264.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-att, arch-coverage, arch-transformer, pre-word2vec, pre-elmo, pre-bert, pre-use, task-textpair, task-seq2seq, task-tree	4	Evaluating Coherence in Dialogue Systems using Entailment	Nouha Dziri, Ehsan Kamalloo, Kory Mathewson, Osmar Zaiane	https://www.aclweb.org/anthology/N19-1381.pdf
2019	NAA-CL	# optim-sgd, optim-projection, reg-dropout, reg-decay, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq	2	Knowledge-Augmented Language Model and Its Application to Unsupervised Named-Entity Recognition	Angli Liu, Jingfei Du, Veselin Stoyanov	https://www.aclweb.org/anthology/N19-1117.pdf
2019	NAA-CL	# optim-projection, reg-patience, train-mll, arch-lstm, arch-att, pre-fasttext, adv-train, loss-cca, loss-svd, task-seq2seq, task-relation, task-lexicon, task-alignment	3	Learning Unsupervised Multilingual Word Embeddings with Incremental Multilingual Hubs	Geert Heyman, Bregt Verreet, Ivan Vulić, Marie-Francine Moens	https://www.aclweb.org/anthology/N19-1188.pdf
2019	NAA-CL	# optim-projection, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-beam, pre-elmo, struct-crf, adv-train, task-seqlab, task-relation	10	A general framework for information extraction using dynamic span graphs	Yi Luan, Dave Wadden, Luheng He, Amy Shah, Mari Ostendorf, Hannaneh Hajishirzi	https://www.aclweb.org/anthology/N19-1308.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass, task-seqlab	1	Detecting Customer Complaint Escalation with Recurrent Neural Networks and Manually-Engineered Features	Wei Yang, Luchen Tan, Chunwei Lu, Anqi Cui, Han Li, Xi Chen, Kun Xiong, Muzi Wang, Ming Li, Jian Pei, Jimmy Lin	https://www.aclweb.org/anthology/N19-2008.pdf
2019	NAA-CL	# optim-adam, reg-dropout, reg-stopping, train-transfer, arch-lstm, arch-cnn, arch-att, pre-glove, struct-crf, task-seqlab	2	Entity Recognition at First Sight: Improving NER with Eye Movement Information	Nora Hollenstein, Ce Zhang	https://www.aclweb.org/anthology/N19-1001.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-bilstm, arch-coverage, loss-nce	2	A Crowdsourced Frame Disambiguation Corpus with Ambiguity	Anca Dumitrache, Lora Aroyo, Chris Welty	https://www.aclweb.org/anthology/N19-1224.pdf
2019	NAA-CL	# reg-stopping, norm-gradient, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-copy, nondif-reinforce, task-textpair, task-lm, task-condlm, task-seq2seq	0	Courteously Yours: Inducing courteous behavior in Customer Care responses using Reinforced Pointer Generator Network	Hitesh Golchha, Mauajama Firdaus, Asif Ekbal, Pushpak Bhattacharyya	https://www.aclweb.org/anthology/N19-1091.pdf
2019	NAA-CL	# optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, task-lm, task-seq2seq	1	Neural Text Normalization with Subword Units	Courtney Mansfield, Ming Sun, Yuzong Liu, Ankur Gandhe, Björn Hoffmeister	https://www.aclweb.org/anthology/N19-2024.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, comb-ensemble, pre-word2vec, pre-paravec, pre-skipthought, loss-svd, task-seq2seq	0	Automatic learner summary assessment for reading comprehension	Menglin Xia, Ekaterina Kochmar, Ted Briscoe	https://www.aclweb.org/anthology/N19-1261.pdf
2019	NAA-CL	# reg-dropout, reg-norm, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, task-relation	0	Relation Classification Using Segment-Level Attention-based CNN and Dependency-based RNN	Van-Hien Tran, Van-Thuy Phi, Hiroyuki Shindo, Yuji Matsumoto	https://www.aclweb.org/anthology/N19-1286.pdf
2019	NAA-CL	# reg-dropout, reg-stopping, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-beam, search-viterbi, pre-word2vec, pre-glove, struct-crf, adv-examp, task-seqlab, task-lm, task-seq2seq	1	Benchmarking Approximate Inference Methods for Neural Structured Prediction	Lifu Tu, Kevin Gimpel	https://www.aclweb.org/anthology/N19-1335.pdf
2019	NAA-CL	# optim-sgd, optim-projection, init-glorot, reg-dropout, reg-stopping, arch-rnn, arch-birnn, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, search-beam, struct-crf, task-seqlab, task-lm, task-tree, task-graph	8	Text Generation from Knowledge Graphs with Graph Transformers	Rik Koncel-Kedziorski, Dhanush Bekal, Yi Luan, Mirella Lapata, Hannaneh Hajishirzi	https://www.aclweb.org/anthology/N19-1238.pdf
2019	NAA-CL	# optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-lm, task-seq2seq	0	Conversation Initiation by Diverse News Contents Introduction	Satoshi Akasaki, Nobuhiro Kaji	https://www.aclweb.org/anthology/N19-1400.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-bilstm, arch-memo, task-spanlab, task-lm, task-tree	0	FreebaseQA: A New Factoid QA Data Set Matching Trivia-Style Question-Answer Pairs with Freebase	Kelvin Jiang, Dekun Wu, Hui Jiang	https://www.aclweb.org/anthology/N19-1028.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-lstm, arch-att, arch-copy, arch-coverage, task-lm, task-seq2seq, task-tree, task-graph	3	Neural Text Generation from Rich Semantic Representations	Valerie Hajdik, Jan Buys, Michael Wayne Goodman, Emily M. Bender	https://www.aclweb.org/anthology/N19-1235.pdf
2019	NAA-CL	# optim-sgd, arch-rnn, arch-lstm, arch-cnn, arch-att, struct-hmm, struct-crf, latent-vae	0	A Study of Latent Structured Prediction Approaches to Passage Reranking	Iryna Haponchyk, Alessandro Moschitti	https://www.aclweb.org/anthology/N19-1183.pdf
2019	NAA-CL	# optim-adam, optim-projection, reg-dropout, reg-stopping, norm-gradient, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-fasttext, pre-elmo, struct-crf, adv-examp, adv-train, task-textclass, task-lm, task-condlm	3	Text Processing Like Humans Do: Visually Attacking and Shielding NLP Systems	Steffen Eger, Gözde Gül Şahin, Andreas Rücklé, Ji-Ung Lee, Claudia Schulz, Mohsen Mesgar, Krishnkant Swarnkar, Edwin Simpson, Iryna Gurevych	https://www.aclweb.org/anthology/N19-1165.pdf
2019	NAA-CL	# optim-adagrad, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, arch-transformer, search-beam, task-condlm, task-seq2seq	2	Learning to Stop in Structured Prediction for Neural Machine Translation	Mingbo Ma, Renjie Zheng, Liang Huang	https://www.aclweb.org/anthology/N19-1187.pdf
2019	NAA-CL	# optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-att, search-viterbi, loss-svd, task-lm, task-seq2seq	0	Enabling Real-time Neural IME with Incremental Vocabulary Selection	Jiali Yao, Raphael Shu, Xinjian Li, Katsutoshi Ohtsuki, Hideki Nakayama	https://www.aclweb.org/anthology/N19-2001.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-relation, task-tree	0	Decomposed Local Models for Coordinate Structure Parsing	Hiroki Teranishi, Hiroyuki Shindo, Yuji Matsumoto	https://www.aclweb.org/anthology/N19-1343.pdf
2019	NAA-CL	# optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-transformer, comb-ensemble, pre-glove, pre-bert, struct-crf, task-textclass, task-textpair, task-lm, task-seq2seq, task-alignment	0	Alignment over Heterogeneous Embeddings for Question Answering	Vikas Yadav, Steven Bethard, Mihai Surdeanu	https://www.aclweb.org/anthology/N19-1274.pdf
2019	NAA-CL	# optim-adam, init-glorot, reg-stopping, train-mtl, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, search-viterbi, pre-glove, struct-crf, task-relation, task-tree, task-alignment	2	Target-oriented Opinion Words Extraction with Target-fused Neural Sequence Labeling	Zhifang Fan, Zhen Wu, Xin-Yu Dai, Shujian Huang, Jiajun Chen	https://www.aclweb.org/anthology/N19-1259.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, struct-crf	0	Subword-Level Language Identification for Intra-Word Code-Switching	Manuel Mager, Özlem Çetinoğlu, Katharina Kann	https://www.aclweb.org/anthology/N19-1201.pdf
2019	NAA-CL	# optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-greedy, nondif-gumbelsoftmax, adv-train, task-lm, task-condlm, task-seq2seq	2	Latent Code and Text-based Generative Adversarial Networks for Soft-text Generation	Md. Akmal Haidar, Mehdi Rezagholizadeh, Alan Do Omri, Ahmad Rashid	https://www.aclweb.org/anthology/N19-1234.pdf
2019	NAA-CL	# optim-adam, optim-adagrad, arch-lstm, arch-att, arch-coverage, search-beam, task-extractive, task-seq2seq, task-tree	4	Question Answering as an Automatic Evaluation Metric for News Article Summarization	Matan Eyal, Tal Baumel, Michael Elhadad	https://www.aclweb.org/anthology/N19-1395.pdf
2019	NAA-CL	# pool-max, arch-lstm, arch-bilstm, arch-treelstm, arch-cnn, pre-glove, task-textclass	1	Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation	Radu Tudor Ionescu, Andrei Butnaru	https://www.aclweb.org/anthology/N19-1033.pdf
2019	NAA-CL	# arch-lstm, arch-att, adv-examp, task-lm, task-seq2seq, task-relation	0	Understanding the Behaviour of Neural Abstractive Summarizers using Contrastive Examples	Krtin Kumar, Jackie Chi Kit Cheung	https://www.aclweb.org/anthology/N19-1396.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-memo, arch-copy, search-beam, latent-topic, task-seq2seq	2	Microblog Hashtag Generation via Encoding Conversation Contexts	Yue Wang, Jing Li, Irwin King, Michael R. Lyu, Shuming Shi	https://www.aclweb.org/anthology/N19-1164.pdf
2019	NAA-CL	# optim-adam, optim-adadelta, optim-projection, norm-gradient, train-mtl, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-subword, search-beam, task-lm, task-seq2seq	2	Acoustic-to-Word Models with Conversational Context Information	Suyoun Kim, Florian Metze	https://www.aclweb.org/anthology/N19-1283.pdf
2019	NAA-CL	# arch-lstm, arch-att, arch-coverage, pre-fasttext, pre-glove, pre-elmo, pre-use, task-textclass, task-relation, task-tree	0	Outlier Detection for Improved Data Quality and Diversity in Dialog Systems	Stefan Larson, Anish Mahendran, Andrew Lee, Jonathan K. Kummerfeld, Parker Hill, Michael A. Laurenzano, Johann Hauswald, Lingjia Tang, Jason Mars	https://www.aclweb.org/anthology/N19-1051.pdf
2019	NAA-CL	# optim-adam, train-mtl, arch-lstm, arch-gru, search-beam, task-lm, task-seq2seq	8	Jointly Optimizing Diversity and Relevance in Neural Response Generation	Xiang Gao, Sungjin Lee, Yizhe Zhang, Chris Brockett, Michel Galley, Jianfeng Gao, Bill Dolan	https://www.aclweb.org/anthology/N19-1125.pdf
2019	NAA-CL	# optim-adam, arch-rnn, arch-lstm, arch-att, task-lm, task-seq2seq	0	Serial Recall Effects in Neural Language Modeling	Hassan Hajipoor, Hadi Amiri, Maseud Rahgozar, Farhad Oroumchian	https://www.aclweb.org/anthology/N19-1073.pdf
2019	NAA-CL	# reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-bilinear, pre-glove, task-textpair, task-seqlab, task-tree	2	Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing	Wenhan Xiong, Jiawei Wu, Deren Lei, Mo Yu, Shiyu Chang, Xiaoxiao Guo, William Yang Wang	https://www.aclweb.org/anthology/N19-1084.pdf
2019	NAA-CL	# optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation	43	A Structural Probe for Finding Syntax in Word Representations	John Hewitt, Christopher D. Manning	https://www.aclweb.org/anthology/N19-1419.pdf
2019	NAA-CL	# optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-transformer, comb-ensemble, pre-word2vec, latent-vae, task-lm	0	Using Large Corpus N-gram Statistics to Improve Recurrent Neural Language Models	Yiben Yang, Ji-Ping Wang, Doug Downey	https://www.aclweb.org/anthology/N19-1330.pdf
2019	NAA-CL	# optim-adam, reg-dropout, activ-relu, arch-rnn, arch-lstm, arch-att, arch-coverage, search-beam, task-textclass, task-lm	3	Understanding language-elicited EEG data by predicting it from a fine-tuned language model	Dan Schwartz, Tom Mitchell	https://www.aclweb.org/anthology/N19-1005.pdf
2019	NAA-CL	# optim-projection, train-mll, arch-lstm, arch-coverage, task-relation, task-tree, task-graph, task-alignment	0	Cross-lingual CCG Induction	Kilian Evang	https://www.aclweb.org/anthology/N19-1160.pdf
2019	NAA-CL	# optim-sgd, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-memo, comb-ensemble, pre-glove, pre-elmo, pre-bert, struct-crf, nondif-reinforce, task-seq2seq, task-relation	7	Better, Faster, Stronger Sequence Tagging Constituent Parsers	David Vilares, Mostafa Abdou, Anders Søgaard	https://www.aclweb.org/anthology/N19-1341.pdf
2019	NAA-CL	# optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, pre-glove, task-spanlab, task-lm, task-seq2seq	0	The Lower The Simpler: Simplifying Hierarchical Recurrent Models	Chao Wang, Hui Jiang	https://www.aclweb.org/anthology/N19-1402.pdf
2019	NAA-CL	# optim-adagrad, reg-stopping, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-att, struct-crf, task-seq2seq	3	Scaling Multi-Domain Dialogue State Tracking via Query Reformulation	Pushpendre Rastogi, Arpit Gupta, Tongfei Chen, Mathias Lambert	https://www.aclweb.org/anthology/N19-2013.pdf
2019	NAA-CL	# train-mll, arch-rnn, arch-lstm, arch-att, arch-transformer, struct-hmm, task-lm, task-seq2seq	0	Customizing Grapheme-to-Phoneme System for Non-Trivial Transcription Problems in Bangla Language	Sudipta Saha Shubha, Nafis Sadeq, Shafayat Ahmed, Md. Nahidul Islam, Muhammad Abdullah Adnan, Md. Yasin Ali Khan, Mohammad Zuberul Islam	https://www.aclweb.org/anthology/N19-1322.pdf
2019	NAA-CL	# optim-sgd, arch-rnn, arch-lstm, arch-att, arch-copy, search-beam, search-viterbi, pre-glove, latent-vae, task-lm, task-seq2seq, task-relation	1	Benchmarking Hierarchical Script Knowledge	Yonatan Bisk, Jan Buys, Karl Pichotta, Yejin Choi	https://www.aclweb.org/anthology/N19-1412.pdf
2019	NAA-CL	# optim-adam, reg-stopping, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-transformer, pre-bert, struct-crf	0	Joint Multiple Intent Detection and Slot Labeling for Goal-Oriented Dialog	Rashmi Gangadharaiah, Balakrishnan Narayanaswamy	https://www.aclweb.org/anthology/N19-1055.pdf
2019	NAA-CL	# init-glorot, arch-rnn, arch-lstm, comb-ensemble, latent-vae, task-textclass, task-lm	12	Cyclical Annealing Schedule: A Simple Approach to Mitigating KL Vanishing	Hao Fu, Chunyuan Li, Xiaodong Liu, Jianfeng Gao, Asli Celikyilmaz, Lawrence Carin	https://www.aclweb.org/anthology/N19-1021.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-cnn, task-lm	0	Generate, Filter, and Rank: Grammaticality Classification for Production-Ready NLG Systems	Ashwini Challa, Kartikeya Upasani, Anusha Balakrishnan, Rajen Subba	https://www.aclweb.org/anthology/N19-2027.pdf
2019	NAA-CL	# optim-adam, train-mtl, train-mll, arch-rnn, arch-lstm, task-lm, task-relation	6	Studying the Inductive Biases of RNNs with Synthetic Variations of Natural Languages	Shauli Ravfogel, Yoav Goldberg, Tal Linzen	https://www.aclweb.org/anthology/N19-1356.pdf
2019	NAA-CL	# optim-adam, reg-dropout, norm-layer, train-augment, arch-lstm, arch-att, arch-copy, arch-coverage, search-beam, pre-word2vec, task-seq2seq, task-tree, task-graph	2	Factorising AMR generation through syntax	Kris Cao, Stephen Clark	https://www.aclweb.org/anthology/N19-1223.pdf
2019	NAA-CL	# optim-adam, reg-dropout, train-mtl, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, pre-glove	3	Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis	Md Shad Akhtar, Dushyant Chauhan, Deepanway Ghosal, Soujanya Poria, Asif Ekbal, Pushpak Bhattacharyya	https://www.aclweb.org/anthology/N19-1034.pdf
2019	NAA-CL	# optim-sgd, optim-adam, arch-lstm, arch-att, arch-memo, adv-train, task-textclass, task-seqlab, task-spanlab, task-seq2seq	0	Document-Level Event Factuality Identification via Adversarial Neural Network	Zhong Qian, Peifeng Li, Qiaoming Zhu, Guodong Zhou	https://www.aclweb.org/anthology/N19-1287.pdf
2019	NAA-CL	# arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, comb-ensemble, search-beam, task-seq2seq, task-relation	4	Left-to-Right Dependency Parsing with Pointer Networks	Daniel Fernández-González, Carlos Gómez-Rodríguez	https://www.aclweb.org/anthology/N19-1076.pdf
2019	NAA-CL	# optim-adam, reg-dropout, train-mtl, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-gating, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-spanlab, task-lm, task-seq2seq	4	Multi-task Learning with Sample Re-weighting for Machine Reading Comprehension	Yichong Xu, Xiaodong Liu, Yelong Shen, Jingjing Liu, Jianfeng Gao	https://www.aclweb.org/anthology/N19-1271.pdf
2019	NAA-CL	# optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-transformer, search-beam, pre-glove, pre-elmo, pre-bert, struct-crf, adv-examp, task-textpair, task-lm, task-condlm, task-seq2seq, task-alignment	9	PAWS: Paraphrase Adversaries from Word Scrambling	Yuan Zhang, Jason Baldridge, Luheng He	https://www.aclweb.org/anthology/N19-1131.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-lstm, arch-att, arch-coverage, pre-glove, pre-elmo, struct-hmm, task-textpair, task-seq2seq	3	Incorporating Context and External Knowledge for Pronoun Coreference Resolution	Hongming Zhang, Yan Song, Yangqiu Song	https://www.aclweb.org/anthology/N19-1093.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-coverage, arch-energy, struct-crf, task-seq2seq	1	Lost in Interpretation: Predicting Untranslated Terminology in Simultaneous Interpretation	Nikolai Vogler, Craig Stewart, Graham Neubig	https://www.aclweb.org/anthology/N19-1010.pdf
2019	NAA-CL	# optim-sgd, train-mll, arch-rnn, arch-lstm, arch-att, arch-memo, arch-coverage, arch-subword, arch-transformer, pre-word2vec, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-lm, task-seq2seq	2	One Size Does Not Fit All: Comparing NMT Representations of Different Granularities	Nadir Durrani, Fahim Dalvi, Hassan Sajjad, Yonatan Belinkov, Preslav Nakov	https://www.aclweb.org/anthology/N19-1154.pdf
2019	NAA-CL	# optim-adam, optim-projection, reg-dropout, reg-stopping, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, loss-nce, task-textclass, task-lm, task-seq2seq, task-relation, task-lexicon	12	Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing	Tal Schuster, Ori Ram, Regina Barzilay, Amir Globerson	https://www.aclweb.org/anthology/N19-1162.pdf
2019	NAA-CL	# optim-adam, init-glorot, arch-lstm, arch-att, comb-ensemble, struct-hmm, task-textclass	2	Review-Driven Multi-Label Music Style Classification by Exploiting Style Correlations	Guangxiang Zhao, Jingjing Xu, Qi Zeng, Xuancheng Ren, Xu Sun	https://www.aclweb.org/anthology/N19-1296.pdf
2019	NAA-CL	# arch-lstm, arch-cnn, pre-word2vec, latent-topic, task-textclass	4	Augmenting word2vec with latent Dirichlet allocation within a clinical application	Akshay Budhkar, Frank Rudzicz	https://www.aclweb.org/anthology/N19-1414.pdf
2019	NAA-CL	# optim-adam, optim-projection, train-mll, activ-relu, arch-lstm, arch-bilstm, arch-att, arch-bilinear, comb-ensemble, pre-word2vec, task-seq2seq, task-relation, task-alignment	2	Low-Resource Syntactic Transfer with Unsupervised Source Reordering	Mohammad Sadegh Rasooli, Michael Collins	https://www.aclweb.org/anthology/N19-1385.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, pre-elmo, task-spanlab, task-seq2seq	7	BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question Answering	Yu Cao, Meng Fang, Dacheng Tao	https://www.aclweb.org/anthology/N19-1032.pdf
2019	NAA-CL	# optim-adam, reg-dropout, norm-gradient, train-mll, train-augment, arch-rnn, arch-lstm, arch-att, arch-energy, task-condlm, task-seq2seq, task-relation	7	A Simple Joint Model for Improved Contextual Neural Lemmatization	Chaitanya Malaviya, Shijie Wu, Ryan Cotterell	https://www.aclweb.org/anthology/N19-1155.pdf
2019	NAA-CL	# optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, search-beam, task-lm	9	Neural language models as psycholinguistic subjects: Representations of syntactic state	Richard Futrell, Ethan Wilcox, Takashi Morita, Peng Qian, Miguel Ballesteros, Roger Levy	https://www.aclweb.org/anthology/N19-1004.pdf
2019	NAA-CL	# train-mll, arch-rnn, arch-lstm, arch-bilstm, comb-ensemble, pre-word2vec, pre-glove, pre-paravec, pre-skipthought, pre-elmo, task-seq2seq	0	Learning Outside the Box: Discourse-level Features Improve Metaphor Identification	Jesse Mu, Helen Yannakoudakis, Ekaterina Shutova	https://www.aclweb.org/anthology/N19-1059.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-cnn, arch-att, comb-ensemble, pre-glove, struct-crf, latent-vae, task-textclass, task-lm, task-seq2seq	2	Strong and Simple Baselines for Multimodal Utterance Embeddings	Paul Pu Liang, Yao Chong Lim, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov, Louis-Philippe Morency	https://www.aclweb.org/anthology/N19-1267.pdf
2019	NAA-CL	# optim-adam, optim-projection, train-mtl, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-att, adv-train, task-lm	6	Massively Multilingual Adversarial Speech Recognition	Oliver Adams, Matthew Wiesner, Shinji Watanabe, David Yarowsky	https://www.aclweb.org/anthology/N19-1009.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-att, comb-ensemble, search-viterbi, pre-word2vec, struct-hmm, struct-crf, task-seqlab, task-lm	0	Improving Cross-Domain Chinese Word Segmentation with Word Embeddings	Yuxiao Ye, Weikang Li, Yue Zhang, Likun Qiu, Jian Sun	https://www.aclweb.org/anthology/N19-1279.pdf
2019	NAA-CL	# optim-adam, optim-projection, train-transfer, pool-max, pool-mean, arch-lstm, arch-att, arch-memo, arch-bilinear, pre-word2vec, pre-glove, task-textclass, task-seqlab	1	Description-Based Zero-shot Fine-Grained Entity Typing	Rasha Obeidat, Xiaoli Fern, Hamed Shahbazi, Prasad Tadepalli	https://www.aclweb.org/anthology/N19-1087.pdf
2019	NAA-CL	# optim-adam, reg-decay, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-selfatt, comb-ensemble, pre-glove	0	On Knowledge distillation from complex networks for response prediction	Siddhartha Arora, Mitesh M. Khapra, Harish G. Ramaswamy	https://www.aclweb.org/anthology/N19-1382.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-lstm, arch-att, pre-glove, pre-bert, task-spanlab, task-seq2seq	3	Fast Prototyping a Dialogue Comprehension System for Nurse-Patient Conversations on Symptom Monitoring	Zhengyuan Liu, Hazel Lim, Nur Farah Ain Suhaimi, Shao Chuen Tong, Sharon Ong, Angela Ng, Sheldon Lee, Michael R. Macdonald, Savitha Ramasamy, Pavitra Krishnaswamy, Wai Leng Chow, Nancy F. Chen	https://www.aclweb.org/anthology/N19-2004.pdf
2019	NAA-CL	# optim-adam, reg-stopping, reg-patience, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-coverage, adv-examp, task-textclass, task-textpair, task-spanlab, task-seq2seq	10	Inoculation by Fine-Tuning: A Method for Analyzing Challenge Datasets	Nelson F. Liu, Roy Schwartz, Noah A. Smith	https://www.aclweb.org/anthology/N19-1225.pdf
2019	NAA-CL	# reg-dropout, norm-gradient, train-mtl, train-mll, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-residual, comb-ensemble, task-seq2seq, task-relation	0	Multi-Task Learning for Japanese Predicate Argument Structure Analysis	Hikaru Omori, Mamoru Komachi	https://www.aclweb.org/anthology/N19-1344.pdf
2019	NAA-CL	# optim-adam, reg-stopping, activ-tanh, arch-rnn, arch-lstm, arch-att, arch-memo, pre-glove, task-seq2seq	3	Decay-Function-Free Time-Aware Attention to Context and Speaker Indicator for Spoken Language Understanding	Jonggu Kim, Jong-Hyeok Lee	https://www.aclweb.org/anthology/N19-1372.pdf
2019	NAA-CL	# optim-adam, reg-dropout, reg-norm, arch-lstm, arch-bilstm, arch-att, task-seqlab, task-lm	1	Improving Distantly-supervised Entity Typing with Compact Latent Space Clustering	Bo Chen, Xiaotao Gu, Yufeng Hu, Siliang Tang, Guoping Hu, Yueting Zhuang, Xiang Ren	https://www.aclweb.org/anthology/N19-1294.pdf
2019	NAA-CL	# optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-coverage, struct-crf, task-seqlab	1	Neural Lexicons for Slot Tagging in Spoken Language Understanding	Kyle Williams	https://www.aclweb.org/anthology/N19-2011.pdf
2019	NAA-CL	# optim-adam, init-glorot, reg-dropout, reg-stopping, reg-patience, reg-norm, arch-rnn, arch-lstm, arch-gru, arch-att, arch-copy, comb-ensemble, pre-glove, struct-crf, latent-topic, task-extractive	0	Glocal: Incorporating Global Information in Local Convolution for Keyphrase Extraction	Animesh Prasad, Min-Yen Kan	https://www.aclweb.org/anthology/N19-1182.pdf
2019	NAA-CL	# optim-sgd, optim-adam, optim-projection, init-glorot, reg-dropout, train-active, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear	0	Relation Extraction with Temporal Reasoning Based on Memory Augmented Distant Supervision	Jianhao Yan, Lin He, Ruqin Huang, Jian Li, Ying Liu	https://www.aclweb.org/anthology/N19-1107.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-att, arch-energy, search-beam, struct-crf, struct-cfg, loss-nce, task-condlm, task-seq2seq, task-relation	0	An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search	Kartik Goyal, Chris Dyer, Taylor Berg-Kirkpatrick	https://www.aclweb.org/anthology/N19-1171.pdf
2019	NAA-CL	# reg-dropout, arch-rnn, arch-lstm, pre-word2vec, latent-vae, task-lm	1	Unsupervised Dialog Structure Learning	Weiyan Shi, Tiancheng Zhao, Zhou Yu	https://www.aclweb.org/anthology/N19-1178.pdf
2019	NAA-CL	# optim-adadelta, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, task-textclass	0	Event Detection without Triggers	Shulin Liu, Yang Li, Feng Zhang, Tao Yang, Xinpeng Zhou	https://www.aclweb.org/anthology/N19-1080.pdf
2019	NAA-CL	# optim-adam, norm-batch, arch-lstm, arch-att, arch-bilinear, adv-feat, adv-train, task-condlm, task-seq2seq	0	The World in My Mind: Visual Dialog with Adversarial Multi-modal Feature Encoding	Yiqun Yao, Jiaming Xu, Bo Xu	https://www.aclweb.org/anthology/N19-1266.pdf
2019	NAA-CL	# optim-projection, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-att, comb-ensemble, pre-fasttext, task-textpair, task-lm	5	CNM: An Interpretable Complex-valued Network for Matching	Qiuchi Li, Benyou Wang, Massimo Melucci	https://www.aclweb.org/anthology/N19-1420.pdf
2019	NAA-CL	# reg-dropout, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-recnn, arch-att, arch-selfatt, arch-coverage, arch-subword, pre-fasttext, adv-train, task-seq2seq	3	Addressing word-order Divergence in Multilingual Neural Machine Translation for extremely Low Resource Languages	Rudra Murthy, Anoop Kunchukuttan, Pushpak Bhattacharyya	https://www.aclweb.org/anthology/N19-1387.pdf
2019	NAA-CL	# optim-adam, reg-stopping, arch-rnn, arch-lstm, arch-att, search-beam	9	CLEVR-Dialog: A Diagnostic Dataset for Multi-Round Reasoning in Visual Dialog	Satwik Kottur, José M. F. Moura, Devi Parikh, Dhruv Batra, Marcus Rohrbach	https://www.aclweb.org/anthology/N19-1058.pdf
2019	NAA-CL	# optim-adam, reg-dropout, reg-decay, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, comb-ensemble, pre-glove, pre-skipthought, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-cloze	3209	BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding	Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova	https://www.aclweb.org/anthology/N19-1423.pdf
2019	NAA-CL	# init-glorot, train-mtl, arch-rnn, arch-lstm, arch-att, comb-ensemble, task-lm, task-seq2seq	2	A Large-Scale Comparison of Historical Text Normalization Systems	Marcel Bollmann	https://www.aclweb.org/anthology/N19-1389.pdf
2019	NAA-CL	# reg-dropout, pool-max, arch-lstm, arch-cnn, arch-att, latent-topic, task-textclass	3	Sub-event detection from twitter streams as a sequence labeling problem	Giannis Bekoulis, Johannes Deleu, Thomas Demeester, Chris Develder	https://www.aclweb.org/anthology/N19-1081.pdf
2019	NAA-CL	# optim-adam, reg-dropout, norm-layer, train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, search-greedy, search-beam, struct-cfg, nondif-gumbelsoftmax, task-lm, task-seq2seq	5	Bi-Directional Differentiable Input Reconstruction for Low-Resource Neural Machine Translation	Xing Niu, Weijia Xu, Marine Carpuat	https://www.aclweb.org/anthology/N19-1043.pdf
2019	NAA-CL	# optim-adam, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, pre-elmo	2	Ranking and Selecting Multi-Hop Knowledge Paths to Better Predict Human Needs	Debjit Paul, Anette Frank	https://www.aclweb.org/anthology/N19-1368.pdf
2019	NAA-CL	# optim-adam, reg-dropout, reg-worddropout, norm-layer, arch-rnn, arch-lstm, arch-att, pre-glove, nondif-reinforce, latent-vae, task-lm, task-condlm, task-seq2seq, task-tree	4	SEQˆ3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression	Christos Baziotis, Ion Androutsopoulos, Ioannis Konstas, Alexandros Potamianos	https://www.aclweb.org/anthology/N19-1071.pdf