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, train-mll, arch-cnn, arch-att, arch-transformer, pre-skipthought, pre-bert, task-extractive, task-lm, task-seq2seq, task-cloze 0 Sentence Centrality Revisited for Unsupervised Summarization Hao Zheng, Mirella Lapata https://www.aclweb.org/anthology/P19-1628.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, train-transfer, arch-rnn, arch-gru, arch-att, arch-subword, task-lm, task-seq2seq 3 Multimodal Abstractive Summarization for How2 Videos Shruti Palaskar, Jindřich Libovický, Spandana Gella, Florian Metze https://www.aclweb.org/anthology/P19-1659.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 # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-transformer, comb-ensemble, search-beam, pre-bert, latent-vae, task-condlm, task-seq2seq 1 Multimodal Transformer Networks for End-to-End Video-Grounded Dialogue Systems Hung Le, Doyen Sahoo, Nancy Chen, Steven Hoi https://www.aclweb.org/anthology/P19-1564.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 # 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 # optim-adam, train-augment, arch-rnn, arch-transformer, pre-bert, task-spanlab 2 RankQA: Neural Question Answering with Answer Re-Ranking Bernhard Kratzwald, Anna Eigenmann, Stefan Feuerriegel https://www.aclweb.org/anthology/P19-1611.pdf
2019 ACL # optim-adam, train-mll, arch-rnn, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert 0 Probing for Semantic Classes: Diagnosing the Meaning Content of Word Embeddings Yadollah Yaghoobzadeh, Katharina Kann, T. J. Hazen, Eneko Agirre, Hinrich Schütze https://www.aclweb.org/anthology/P19-1574.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 # 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-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 # optim-adam, train-mll, arch-coverage, arch-subword, task-seq2seq 0 CogNet: A Large-Scale Cognate Database Khuyagbaatar Batsuren, Gabor Bella, Fausto Giunchiglia https://www.aclweb.org/anthology/P19-1302.pdf
2019 ACL # optim-adam, init-glorot, train-mll, arch-coverage, arch-subword, pre-fasttext, task-seq2seq 0 On the Distribution of Deep Clausal Embeddings: A Large Cross-linguistic Study Damian Blasi, Ryan Cotterell, Lawrence Wolf-Sonkin, Sabine Stoll, Balthasar Bickel, Marco Baroni https://www.aclweb.org/anthology/P19-1384.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-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-rnn, arch-gru, arch-att, pre-glove, latent-vae, task-lm 2 Target-Guided Open-Domain Conversation Jianheng Tang, Tiancheng Zhao, Chenyan Xiong, Xiaodan Liang, Eric Xing, Zhiting Hu https://www.aclweb.org/anthology/P19-1565.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, arch-gru, arch-cnn, arch-att 0 Neural News Recommendation with Topic-Aware News Representation Chuhan Wu, Fangzhao Wu, Mingxiao An, Yongfeng Huang, Xing Xie https://www.aclweb.org/anthology/P19-1110.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-adam, reg-dropout, adv-train, latent-vae, latent-topic 0 Topic Modeling with Wasserstein Autoencoders Feng Nan, Ran Ding, Ramesh Nallapati, Bing Xiang https://www.aclweb.org/anthology/P19-1640.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-adam, reg-dropout, train-mll, pre-bert, task-seqlab, task-lm, task-relation 18 How Multilingual is Multilingual BERT? Telmo Pires, Eva Schlinger, Dan Garrette https://www.aclweb.org/anthology/P19-1493.pdf
2019 ACL # optim-adam, optim-projection, train-transfer, train-augment, pre-word2vec, pre-glove, pre-elmo, task-textclass, task-condlm 7 Mitigating Gender Bias in Natural Language Processing: Literature Review Tony Sun, Andrew Gaut, Shirlyn Tang, Yuxin Huang, Mai ElSherief, Jieyu Zhao, Diba Mirza, Elizabeth Belding, Kai-Wei Chang, William Yang Wang https://www.aclweb.org/anthology/P19-1159.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, optim-projection, pool-max, arch-cnn, arch-att, arch-transformer, pre-word2vec, latent-topic, task-textclass, task-seq2seq, task-alignment 1 Improving Textual Network Embedding with Global Attention via Optimal Transport Liqun Chen, Guoyin Wang, Chenyang Tao, Dinghan Shen, Pengyu Cheng, Xinyuan Zhang, Wenlin Wang, Yizhe Zhang, Lawrence Carin https://www.aclweb.org/anthology/P19-1512.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, train-mll, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, task-spanlab, task-lm, task-seq2seq 4 Cross-Lingual Training for Automatic Question Generation Vishwajeet Kumar, Nitish Joshi, Arijit Mukherjee, Ganesh Ramakrishnan, Preethi Jyothi https://www.aclweb.org/anthology/P19-1481.pdf
2019 ACL # optim-adam, reg-dropout, train-active, arch-rnn, arch-cnn, arch-att, arch-memo, search-beam, pre-glove, task-seq2seq 2 Collaborative Dialogue in Minecraft Anjali Narayan-Chen, Prashant Jayannavar, Julia Hockenmaier https://www.aclweb.org/anthology/P19-1537.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 # optim-adam, optim-projection, arch-rnn, arch-cnn, arch-att, arch-memo, arch-transformer, comb-ensemble, pre-glove, pre-skipthought, task-lm, task-relation 0 Global Textual Relation Embedding for Relational Understanding Zhiyu Chen, Hanwen Zha, Honglei Liu, Wenhu Chen, Xifeng Yan, Yu Su https://www.aclweb.org/anthology/P19-1127.pdf
2019 ACL # optim-adam, init-glorot, train-mtl, arch-rnn, arch-gru, arch-att, pre-word2vec, task-lm, task-seq2seq 15 Disentangled Representation Learning for Non-Parallel Text Style Transfer Vineet John, Lili Mou, Hareesh Bahuleyan, Olga Vechtomova https://www.aclweb.org/anthology/P19-1041.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-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-adam, optim-projection, reg-dropout, reg-stopping, train-parallel, arch-rnn, arch-gru, arch-memo, pre-glove, pre-bert, latent-vae, task-lm 3 The Referential Reader: A Recurrent Entity Network for Anaphora Resolution Fei Liu, Luke Zettlemoyer, Jacob Eisenstein https://www.aclweb.org/anthology/P19-1593.pdf
2019 ACL # optim-adam, optim-adagrad, train-mll, arch-coverage, arch-subword, pre-fasttext, pre-elmo, task-lm, task-seq2seq 2 Multilingual and Cross-Lingual Graded Lexical Entailment Ivan Vulić, Simone Paolo Ponzetto, Goran Glavaš https://www.aclweb.org/anthology/P19-1490.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 # 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 # 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 # 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-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 # optim-adam, reg-stopping, train-mtl, train-active, arch-att, arch-subword, arch-transformer, pre-fasttext, task-condlm 14 Learning from Dialogue after Deployment: Feed Yourself, Chatbot! Braden Hancock, Antoine Bordes, Pierre-Emmanuel Mazare, Jason Weston https://www.aclweb.org/anthology/P19-1358.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, train-augment, arch-att, arch-subword, arch-transformer, task-lm, task-seq2seq 2 Soft Contextual Data Augmentation for Neural Machine Translation Fei Gao, Jinhua Zhu, Lijun Wu, Yingce Xia, Tao Qin, Xueqi Cheng, Wengang Zhou, Tie-Yan Liu https://www.aclweb.org/anthology/P19-1555.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, optim-projection, reg-dropout, train-mll, arch-coverage, arch-subword, pre-glove, loss-svd, loss-margin, task-textpair 1 Generalized Tuning of Distributional Word Vectors for Monolingual and Cross-Lingual Lexical Entailment Goran Glavaš, Ivan Vulić https://www.aclweb.org/anthology/P19-1476.pdf
2019 ACL # optim-adam, optim-projection, train-mll, train-transfer, arch-cnn, arch-att, arch-subword, pre-fasttext, adv-train, task-lm, task-seq2seq, task-relation, task-lexicon 1 Unsupervised Bilingual Word Embedding Agreement for Unsupervised Neural Machine Translation Haipeng Sun, Rui Wang, Kehai Chen, Masao Utiyama, Eiichiro Sumita, Tiejun Zhao https://www.aclweb.org/anthology/P19-1119.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, arch-rnn, arch-gru, arch-gnn, arch-att, arch-selfatt, comb-ensemble, pre-elmo, pre-bert, task-textclass, task-spanlab, task-seq2seq 6 Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs Ming Tu, Guangtao Wang, Jing Huang, Yun Tang, Xiaodong He, Bowen Zhou https://www.aclweb.org/anthology/P19-1260.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, train-transfer, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, task-seq2seq, task-relation 1 Neural Machine Translation with Reordering Embeddings Kehai Chen, Rui Wang, Masao Utiyama, Eiichiro Sumita https://www.aclweb.org/anthology/P19-1174.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, reg-stopping, train-transfer, arch-gru, arch-gcnn, arch-cnn, arch-att, task-textclass, task-textpair, task-lm, task-seq2seq 0 Hierarchical Transfer Learning for Multi-label Text Classification Siddhartha Banerjee, Cem Akkaya, Francisco Perez-Sorrosal, Kostas Tsioutsiouliklis https://www.aclweb.org/anthology/P19-1633.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 # 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 # 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, pre-word2vec, pre-glove, task-textclass 0 A Transparent Framework for Evaluating Unintended Demographic Bias in Word Embeddings Chris Sweeney, Maryam Najafian https://www.aclweb.org/anthology/P19-1162.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 # optim-adam, loss-svd, task-lm, task-seq2seq 4 Time-Out: Temporal Referencing for Robust Modeling of Lexical Semantic Change Haim Dubossarsky, Simon Hengchen, Nina Tahmasebi, Dominik Schlechtweg https://www.aclweb.org/anthology/P19-1044.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 # optim-adam, reg-dropout, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, search-beam, task-seq2seq, task-alignment 3 On the Word Alignment from Neural Machine Translation Xintong Li, Guanlin Li, Lemao Liu, Max Meng, Shuming Shi https://www.aclweb.org/anthology/P19-1124.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-adam, train-mll, train-transfer, train-active, arch-cnn, arch-att, search-viterbi, struct-crf, task-textclass, task-seqlab 0 Learning How to Active Learn by Dreaming Thuy-Trang Vu, Ming Liu, Dinh Phung, Gholamreza Haffari https://www.aclweb.org/anthology/P19-1401.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-sgd, optim-adam, reg-dropout, train-transfer, arch-rnn, arch-att, arch-subword, task-lm, task-seq2seq 1 Dynamically Composing Domain-Data Selection with Clean-Data Selection by “Co-Curricular Learning” for Neural Machine Translation Wei Wang, Isaac Caswell, Ciprian Chelba https://www.aclweb.org/anthology/P19-1123.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 # 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-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 # 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, train-mll, arch-cnn, task-seq2seq 4 Evaluating Gender Bias in Machine Translation Gabriel Stanovsky, Noah A. Smith, Luke Zettlemoyer https://www.aclweb.org/anthology/P19-1164.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-adam, arch-gru, arch-att, arch-memo, arch-coverage, pre-bert, task-seq2seq 0 Know More about Each Other: Evolving Dialogue Strategy via Compound Assessment Siqi Bao, Huang He, Fan Wang, Rongzhong Lian, Hua Wu https://www.aclweb.org/anthology/P19-1535.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 # 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, reg-dropout, activ-relu, pool-max, pool-mean, arch-cnn, pre-glove, task-textclass, task-lm, task-seq2seq 4 MOROCO: The Moldavian and Romanian Dialectal Corpus Andrei Butnaru, Radu Tudor Ionescu https://www.aclweb.org/anthology/P19-1068.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 # 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 # 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, arch-att, arch-coverage, comb-ensemble, pre-bert, task-textpair, task-lm 2 Combining Knowledge Hunting and Neural Language Models to Solve the Winograd Schema Challenge Ashok Prakash, Arpit Sharma, Arindam Mitra, Chitta Baral https://www.aclweb.org/anthology/P19-1614.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 # optim-adam, optim-projection, train-mll, arch-coverage, arch-subword, pre-fasttext, adv-train, task-seq2seq, task-relation, task-lexicon, task-alignment 6 JW300: A Wide-Coverage Parallel Corpus for Low-Resource Languages Željko Agić, Ivan Vulić https://www.aclweb.org/anthology/P19-1310.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 # 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 # 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-adam, arch-att, arch-selfatt, arch-subword, arch-transformer, task-lm, task-seq2seq 30 Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned Elena Voita, David Talbot, Fedor Moiseev, Rico Sennrich, Ivan Titov https://www.aclweb.org/anthology/P19-1580.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, arch-att, arch-coverage, task-textclass, task-spanlab, task-relation 2 Errudite: Scalable, Reproducible, and Testable Error Analysis Tongshuang Wu, Marco Tulio Ribeiro, Jeffrey Heer, Daniel Weld https://www.aclweb.org/anthology/P19-1073.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 # 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, arch-att, task-relation 2 Pay Attention when you Pay the Bills. A Multilingual Corpus with Dependency-based and Semantic Annotation of Collocations. Marcos Garcia, Marcos García Salido, Susana Sotelo, Estela Mosqueira, Margarita Alonso-Ramos https://www.aclweb.org/anthology/P19-1392.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 # optim-adam, reg-dropout, reg-labelsmooth, train-transfer, arch-att, arch-selfatt, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-greedy, search-beam, pre-glove, task-spanlab, task-seq2seq, task-tree 1 Complex Question Decomposition for Semantic Parsing Haoyu Zhang, Jingjing Cai, Jianjun Xu, Ji Wang https://www.aclweb.org/anthology/P19-1440.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, norm-layer, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq 2 Improving Abstractive Document Summarization with Salient Information Modeling Yongjian You, Weijia Jia, Tianyi Liu, Wenmian Yang https://www.aclweb.org/anthology/P19-1205.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 # 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 # optim-adam, optim-projection, pre-glove, latent-vae 3 Understanding Undesirable Word Embedding Associations Kawin Ethayarajh, David Duvenaud, Graeme Hirst https://www.aclweb.org/anthology/P19-1166.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, pool-max, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, task-spanlab, task-lm 7 Multi-hop Reading Comprehension through Question Decomposition and Rescoring Sewon Min, Victor Zhong, Luke Zettlemoyer, Hannaneh Hajishirzi https://www.aclweb.org/anthology/P19-1613.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-adam, reg-dropout, reg-decay, norm-layer, train-augment, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-transformer, search-greedy, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq, task-tree, task-graph 2 Generating Logical Forms from Graph Representations of Text and Entities Peter Shaw, Philip Massey, Angelica Chen, Francesco Piccinno, Yasemin Altun https://www.aclweb.org/anthology/P19-1010.pdf
2019 ACL # optim-adam, arch-memo, arch-coverage, arch-transformer, search-beam, pre-fasttext, pre-bert, task-textclass, task-lm, task-seq2seq 5 Towards Empathetic Open-domain Conversation Models: A New Benchmark and Dataset Hannah Rashkin, Eric Michael Smith, Margaret Li, Y-Lan Boureau https://www.aclweb.org/anthology/P19-1534.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, train-augment, arch-rnn, arch-att, arch-selfatt, arch-residual, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq 7 Learning Deep Transformer Models for Machine Translation Qiang Wang, Bei Li, Tong Xiao, Jingbo Zhu, Changliang Li, Derek F. Wong, Lidia S. Chao https://www.aclweb.org/anthology/P19-1176.pdf
2019 ACL # optim-adam, optim-projection, pool-mean, arch-coverage, arch-subword, pre-elmo, pre-bert, task-lm, task-seq2seq 2 Entity-Centric Contextual Affective Analysis Anjalie Field, Yulia Tsvetkov https://www.aclweb.org/anthology/P19-1243.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 # optim-adam, arch-att, arch-subword, arch-transformer, search-beam, pre-fasttext, task-spanlab, task-lm, task-seq2seq 5 ELI5: Long Form Question Answering Angela Fan, Yacine Jernite, Ethan Perez, David Grangier, Jason Weston, Michael Auli https://www.aclweb.org/anthology/P19-1346.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-adam, pool-max, arch-rnn, arch-att, arch-selfatt, pre-bert, task-spanlab 8 Compositional Questions Do Not Necessitate Multi-hop Reasoning Sewon Min, Eric Wallace, Sameer Singh, Matt Gardner, Hannaneh Hajishirzi, Luke Zettlemoyer https://www.aclweb.org/anthology/P19-1416.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 # 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 # 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 # optim-adam, reg-dropout, train-active, arch-att, arch-memo, arch-transformer, pre-word2vec, pre-fasttext, latent-vae, loss-nce, task-seq2seq 1 Improving Neural Conversational Models with Entropy-Based Data Filtering Richárd Csáky, Patrik Purgai, Gábor Recski https://www.aclweb.org/anthology/P19-1567.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, train-augment, arch-coverage, arch-transformer, pre-bert, task-lm, task-tree 1 The KnowRef Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution Ali Emami, Paul Trichelair, Adam Trischler, Kaheer Suleman, Hannes Schulz, Jackie Chi Kit Cheung https://www.aclweb.org/anthology/P19-1386.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-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, arch-gru, arch-att, arch-memo, arch-copy, search-greedy, loss-nce, task-seq2seq 0 A Working Memory Model for Task-oriented Dialog Response Generation Xiuyi Chen, Jiaming Xu, Bo Xu https://www.aclweb.org/anthology/P19-1258.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, arch-rnn 1 Bias Analysis and Mitigation in the Evaluation of Authorship Verification Janek Bevendorff, Matthias Hagen, Benno Stein, Martin Potthast https://www.aclweb.org/anthology/P19-1634.pdf
2019 ACL # optim-adam, train-augment, arch-cnn, arch-att, arch-bilinear, arch-coverage, task-spanlab, task-lm, task-relation 2 Are Red Roses Red? Evaluating Consistency of Question-Answering Models Marco Tulio Ribeiro, Carlos Guestrin, Sameer Singh https://www.aclweb.org/anthology/P19-1621.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 # optim-adam, norm-gradient, arch-gru, arch-att, comb-ensemble, search-beam, task-seq2seq 3 Learning to Abstract for Memory-augmented Conversational Response Generation Zhiliang Tian, Wei Bi, Xiaopeng Li, Nevin L. Zhang https://www.aclweb.org/anthology/P19-1371.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, optim-projection, train-mll, arch-gru, arch-att, pre-fasttext, adv-train, task-seq2seq, task-lexicon 0 Multilingual Unsupervised NMT using Shared Encoder and Language-Specific Decoders Sukanta Sen, Kamal Kumar Gupta, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1297.pdf
2019 ACL # optim-adam, train-mll 2 An Automated Framework for Fast Cognate Detection and Bayesian Phylogenetic Inference in Computational Historical Linguistics Taraka Rama, Johann-Mattis List https://www.aclweb.org/anthology/P19-1627.pdf
2019 ACL # optim-adam, init-glorot, train-mtl, pool-max, arch-rnn, arch-gru, arch-bigru, arch-att, search-beam, latent-vae, task-textclass, task-lm, task-seq2seq 2 Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its Ranking Masaru Isonuma, Junichiro Mori, Ichiro Sakata https://www.aclweb.org/anthology/P19-1206.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, comb-ensemble, pre-bert, adv-examp, task-textpair, task-spanlab, task-seq2seq 3 Misleading Failures of Partial-input Baselines Shi Feng, Eric Wallace, Jordan Boyd-Graber https://www.aclweb.org/anthology/P19-1554.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 # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-transformer, latent-topic, task-seq2seq 2 Cross-Modal Commentator: Automatic Machine Commenting Based on Cross-Modal Information Pengcheng Yang, Zhihan Zhang, Fuli Luo, Lei Li, Chengyang Huang, Xu Sun https://www.aclweb.org/anthology/P19-1257.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-att, pre-word2vec, pre-glove 2 Figurative Usage Detection of Symptom Words to Improve Personal Health Mention Detection Adith Iyer, Aditya Joshi, Sarvnaz Karimi, Ross Sparks, Cecile Paris https://www.aclweb.org/anthology/P19-1108.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 # optim-adam, init-glorot, reg-decay, arch-gnn, arch-att, arch-selfatt, arch-memo, arch-coverage, pre-bert, task-spanlab, task-lm 7 Cognitive Graph for Multi-Hop Reading Comprehension at Scale Ming Ding, Chang Zhou, Qibin Chen, Hongxia Yang, Jie Tang https://www.aclweb.org/anthology/P19-1259.pdf
2019 ACL # optim-adam, init-glorot, norm-batch, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-glove, task-textclass, task-textpair, task-lm, task-seq2seq 4 Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks Yi Tay, Aston Zhang, Anh Tuan Luu, Jinfeng Rao, Shuai Zhang, Shuohang Wang, Jie Fu, Siu Cheung Hui https://www.aclweb.org/anthology/P19-1145.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 # 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, arch-rnn, arch-gru, arch-att, arch-copy, arch-transformer, task-seqlab, task-seq2seq, task-relation 0 Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation Jiangjie Chen, Ao Wang, Haiyun Jiang, Suo Feng, Chenguang Li, Yanghua Xiao https://www.aclweb.org/anthology/P19-1196.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-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 # optim-adam, init-glorot, reg-decay, train-augment, arch-rnn, arch-att, arch-bilinear, arch-subword, task-textclass, task-lm, task-seq2seq, task-relation 5 Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology Ran Zmigrod, Sebastian J. Mielke, Hanna Wallach, Ryan Cotterell https://www.aclweb.org/anthology/P19-1161.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 # 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-adam, init-glorot, reg-dropout, reg-worddropout, reg-stopping, train-mtl, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-textclass, task-lm, task-condlm 1 Neural Legal Judgment Prediction in English Ilias Chalkidis, Ion Androutsopoulos, Nikolaos Aletras https://www.aclweb.org/anthology/P19-1424.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 # 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-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-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, reg-stopping, arch-gru, arch-att, pre-bert, task-seq2seq 0 Determining Relative Argument Specificity and Stance for Complex Argumentative Structures Esin Durmus, Faisal Ladhak, Claire Cardie https://www.aclweb.org/anthology/P19-1456.pdf
2019 ACL # optim-adam, comb-ensemble, task-seqlab, task-tree 0 Using Automatically Extracted Minimum Spans to Disentangle Coreference Evaluation from Boundary Detection Nafise Sadat Moosavi, Leo Born, Massimo Poesio, Michael Strube https://www.aclweb.org/anthology/P19-1408.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, search-greedy, search-beam, nondif-reinforce, latent-vae, task-seq2seq 3 Retrieving Sequential Information for Non-Autoregressive Neural Machine Translation Chenze Shao, Yang Feng, Jinchao Zhang, Fandong Meng, Xilin Chen, Jie Zhou https://www.aclweb.org/anthology/P19-1288.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 # optim-adam, reg-dropout, reg-decay, pool-max, arch-rnn, arch-cnn, arch-coverage, search-beam, pre-glove, pre-skipthought, task-textpair, task-lm 0 A Cross-Domain Transferable Neural Coherence Model Peng Xu, Hamidreza Saghir, Jin Sung Kang, Teng Long, Avishek Joey Bose, Yanshuai Cao, Jackie Chi Kit Cheung https://www.aclweb.org/anthology/P19-1067.pdf
2019 ACL # optim-adam, arch-cnn, arch-att, latent-topic 0 Enhancing Air Quality Prediction with Social Media and Natural Language Processing Jyun-Yu Jiang, Xue Sun, Wei Wang, Sean Young https://www.aclweb.org/anthology/P19-1251.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, train-transfer, arch-transformer, pre-bert, struct-crf, task-seqlab 0 Label-Agnostic Sequence Labeling by Copying Nearest Neighbors Sam Wiseman, Karl Stratos https://www.aclweb.org/anthology/P19-1533.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, 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, loss-nce, task-seqlab, task-relation, task-tree 0 Women’s Syntactic Resilience and Men’s Grammatical Luck: Gender-Bias in Part-of-Speech Tagging and Dependency Parsing Aparna Garimella, Carmen Banea, Dirk Hovy, Rada Mihalcea https://www.aclweb.org/anthology/P19-1339.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 # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, arch-selfatt, pre-fasttext, latent-topic, task-textclass, task-lm, task-seq2seq 0 Fine-Grained Spoiler Detection from Large-Scale Review Corpora Mengting Wan, Rishabh Misra, Ndapa Nakashole, Julian McAuley https://www.aclweb.org/anthology/P19-1248.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, comb-ensemble, adv-train, task-textclass, meta-arch 1 Incorporating Priors with Feature Attribution on Text Classification Frederick Liu, Besim Avci https://www.aclweb.org/anthology/P19-1631.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 # optim-adam, train-mll, train-transfer, arch-gru, arch-att, arch-memo, arch-transformer, pre-glove, pre-bert, task-spanlab, task-lm, task-seq2seq, task-alignment 3 XQA: A Cross-lingual Open-domain Question Answering Dataset Jiahua Liu, Yankai Lin, Zhiyuan Liu, Maosong Sun https://www.aclweb.org/anthology/P19-1227.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, optim-projection, reg-dropout, arch-att, arch-memo, arch-bilinear 1 A2N: Attending to Neighbors for Knowledge Graph Inference Trapit Bansal, Da-Cheng Juan, Sujith Ravi, Andrew McCallum https://www.aclweb.org/anthology/P19-1431.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, optim-projection, arch-att, arch-selfatt, arch-transformer, search-beam, nondif-reinforce, task-seq2seq 0 Look Harder: A Neural Machine Translation Model with Hard Attention Sathish Reddy Indurthi, Insoo Chung, Sangha Kim https://www.aclweb.org/anthology/P19-1290.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, train-mll, arch-att 0 Morphological Irregularity Correlates with Frequency Shijie Wu, Ryan Cotterell, Timothy O’Donnell https://www.aclweb.org/anthology/P19-1505.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, latent-vae, latent-topic, loss-nce, task-relation 1 Unsupervised Discovery of Gendered Language through Latent-Variable Modeling Alexander Miserlis Hoyle, Lawrence Wolf-Sonkin, Hanna Wallach, Isabelle Augenstein, Ryan Cotterell https://www.aclweb.org/anthology/P19-1167.pdf
2019 ACL # optim-adam, norm-gradient, arch-rnn, arch-gru, arch-bigru, arch-att, pre-word2vec, latent-vae, task-seq2seq 1 Modeling Semantic Relationship in Multi-turn Conversations with Hierarchical Latent Variables Lei Shen, Yang Feng, Haolan Zhan https://www.aclweb.org/anthology/P19-1549.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 # 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-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, reg-dropout, reg-worddropout, reg-stopping, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, latent-vae, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-tree 2 Unsupervised Question Answering by Cloze Translation Patrick Lewis, Ludovic Denoyer, Sebastian Riedel https://www.aclweb.org/anthology/P19-1484.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-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 # 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 # optim-adam, arch-att 0 A Spreading Activation Framework for Tracking Conceptual Complexity of Texts Ioana Hulpuș, Sanja Štajner, Heiner Stuckenschmidt https://www.aclweb.org/anthology/P19-1377.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 # 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, train-mll, arch-att, task-textpair, task-spanlab, task-seq2seq 0 HEAD-QA: A Healthcare Dataset for Complex Reasoning David Vilares, Carlos Gómez-Rodríguez https://www.aclweb.org/anthology/P19-1092.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, optim-projection, reg-stopping, train-mtl, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-residual, arch-transformer, search-beam, task-condlm, task-seq2seq 4 Distilling Translations with Visual Awareness Julia Ive, Pranava Madhyastha, Lucia Specia https://www.aclweb.org/anthology/P19-1653.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, reg-dropout, reg-decay, reg-labelsmooth, train-mll, train-transfer, arch-att, arch-selfatt, arch-transformer, comb-ensemble, search-beam, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-cloze 1 A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning Gonçalo M. Correia, André F. T. Martins https://www.aclweb.org/anthology/P19-1292.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, reg-stopping, reg-patience, reg-decay, arch-att, arch-coverage, arch-transformer, comb-ensemble, pre-elmo, pre-bert, task-textpair, task-lm 1 GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification Jie Zhou, Xu Han, Cheng Yang, Zhiyuan Liu, Lifeng Wang, Changcheng Li, Maosong Sun https://www.aclweb.org/anthology/P19-1085.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 # 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-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-fasttext, adv-train, task-lm, task-seq2seq, task-lexicon 5 Effective Cross-lingual Transfer of Neural Machine Translation Models without Shared Vocabularies Yunsu Kim, Yingbo Gao, Hermann Ney https://www.aclweb.org/anthology/P19-1120.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 # optim-adam, optim-projection, reg-dropout, arch-cnn, arch-att, arch-bilinear 4 Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs Deepak Nathani, Jatin Chauhan, Charu Sharma, Manohar Kaul https://www.aclweb.org/anthology/P19-1466.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, arch-att 2 A Just and Comprehensive Strategy for Using NLP to Address Online Abuse David Jurgens, Libby Hemphill, Eshwar Chandrasekharan https://www.aclweb.org/anthology/P19-1357.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 # 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 # optim-adam, arch-rnn, arch-att, pre-word2vec, pre-bert, task-condlm, task-tree 17 A Corpus for Reasoning about Natural Language Grounded in Photographs Alane Suhr, Stephanie Zhou, Ally Zhang, Iris Zhang, Huajun Bai, Yoav Artzi https://www.aclweb.org/anthology/P19-1644.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 # 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-adam, reg-stopping, arch-att, pre-glove 0 Making Fast Graph-based Algorithms with Graph Metric Embeddings Andrey Kutuzov, Mohammad Dorgham, Oleksiy Oliynyk, Chris Biemann, Alexander Panchenko https://www.aclweb.org/anthology/P19-1325.pdf
2019 ACL # optim-adam, train-mll, pre-word2vec, latent-topic, loss-svd, task-lm 0 A Wind of Change: Detecting and Evaluating Lexical Semantic Change across Times and Domains Dominik Schlechtweg, Anna Hätty, Marco Del Tredici, Sabine Schulte im Walde https://www.aclweb.org/anthology/P19-1072.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-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-sgd, optim-adam, norm-layer, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert 8 Matching the Blanks: Distributional Similarity for Relation Learning Livio Baldini Soares, Nicholas FitzGerald, Jeffrey Ling, Tom Kwiatkowski https://www.aclweb.org/anthology/P19-1279.pdf
2019 ACL # optim-adam, arch-coverage, pre-bert, loss-margin, loss-triplet, task-textpair, task-lm 1 Learning to Rank for Plausible Plausibility Zhongyang Li, Tongfei Chen, Benjamin Van Durme https://www.aclweb.org/anthology/P19-1475.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-adam, reg-dropout, arch-rnn, arch-gru, arch-att, arch-copy, arch-transformer, search-greedy, search-beam, nondif-reinforce, latent-topic, task-condlm, task-seq2seq 2 Neural Keyphrase Generation via Reinforcement Learning with Adaptive Rewards Hou Pong Chan, Wang Chen, Lu Wang, Irwin King https://www.aclweb.org/anthology/P19-1208.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, train-mtl, train-mll, arch-att, arch-selfatt, arch-transformer, task-lm, task-seq2seq 2 A Multi-Task Architecture on Relevance-based Neural Query Translation Sheikh Muhammad Sarwar, Hamed Bonab, James Allan https://www.aclweb.org/anthology/P19-1639.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 # 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-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 # optim-adam, arch-rnn, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-bert 4 Proactive Human-Machine Conversation with Explicit Conversation Goal Wenquan Wu, Zhen Guo, Xiangyang Zhou, Hua Wu, Xiyuan Zhang, Rongzhong Lian, Haifeng Wang https://www.aclweb.org/anthology/P19-1369.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 # optim-sgd, optim-adam, reg-dropout, pool-max, arch-rnn, arch-att, arch-transformer, pre-word2vec, task-context 0 DeepSentiPeer: Harnessing Sentiment in Review Texts to Recommend Peer Review Decisions Tirthankar Ghosal, Rajeev Verma, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1106.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 # optim-adam, arch-rnn, arch-att, arch-memo, arch-coverage, pre-bert, task-spanlab, task-lm, task-seq2seq, task-relation 0 TWEETQA: A Social Media Focused Question Answering Dataset Wenhan Xiong, Jiawei Wu, Hong Wang, Vivek Kulkarni, Mo Yu, Shiyu Chang, Xiaoxiao Guo, William Yang Wang https://www.aclweb.org/anthology/P19-1496.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, reg-stopping, reg-patience, reg-labelsmooth, norm-layer, arch-rnn, arch-att, arch-subword, arch-transformer, search-beam, task-seqlab, task-lm, task-seq2seq, task-alignment 5 Revisiting Low-Resource Neural Machine Translation: A Case Study Rico Sennrich, Biao Zhang https://www.aclweb.org/anthology/P19-1021.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-cnn, arch-att, comb-ensemble, adv-train, latent-vae, latent-topic, task-textclass, task-seq2seq 0 Semi-supervised Stochastic Multi-Domain Learning using Variational Inference Yitong Li, Timothy Baldwin, Trevor Cohn https://www.aclweb.org/anthology/P19-1186.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-gru, arch-att, arch-selfatt, arch-memo, arch-transformer, pre-glove, pre-bert, nondif-reinforce, task-spanlab 1 Episodic Memory Reader: Learning What to Remember for Question Answering from Streaming Data Moonsu Han, Minki Kang, Hyunwoo Jung, Sung Ju Hwang https://www.aclweb.org/anthology/P19-1434.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, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-transformer, pre-bert, task-seq2seq 5 Scoring Sentence Singletons and Pairs for Abstractive Summarization Logan Lebanoff, Kaiqiang Song, Franck Dernoncourt, Doo Soon Kim, Seokhwan Kim, Walter Chang, Fei Liu https://www.aclweb.org/anthology/P19-1209.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 # optim-adam, reg-dropout, activ-relu, pool-max, arch-rnn, arch-gru, arch-bigru, task-lm, task-seq2seq 1 Numeracy-600K: Learning Numeracy for Detecting Exaggerated Information in Market Comments Chung-Chi Chen, Hen-Hsen Huang, Hiroya Takamura, Hsin-Hsi Chen https://www.aclweb.org/anthology/P19-1635.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 # optim-adam, optim-projection, reg-dropout, reg-norm, reg-labelsmooth, train-mll, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, task-seqlab, task-seq2seq, task-relation 3 Leveraging Local and Global Patterns for Self-Attention Networks Mingzhou Xu, Derek F. Wong, Baosong Yang, Yue Zhang, Lidia S. Chao https://www.aclweb.org/anthology/P19-1295.pdf
2019 ACL # optim-adam, arch-att, arch-selfatt, arch-transformer, pre-bert, task-textpair, task-seqlab, task-graph 4 Identification of Tasks, Datasets, Evaluation Metrics, and Numeric Scores for Scientific Leaderboards Construction Yufang Hou, Charles Jochim, Martin Gleize, Francesca Bonin, Debasis Ganguly https://www.aclweb.org/anthology/P19-1513.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 # 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, train-transfer, arch-cnn, comb-ensemble, pre-bert, task-textclass, task-lm 0 A Surprisingly Robust Trick for the Winograd Schema Challenge Vid Kocijan, Ana-Maria Cretu, Oana-Maria Camburu, Yordan Yordanov, Thomas Lukasiewicz https://www.aclweb.org/anthology/P19-1478.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 # 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-adam, norm-gradient, arch-gru, arch-cnn, arch-att, arch-memo, search-beam, pre-glove, latent-vae, task-seq2seq 1 Are Training Samples Correlated? Learning to Generate Dialogue Responses with Multiple References Lisong Qiu, Juntao Li, Wei Bi, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/P19-1372.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-adam, optim-adadelta, reg-dropout, pool-max, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, search-beam, pre-glove, pre-elmo, pre-bert, task-textpair, task-spanlab, task-seq2seq 4 Multi-Hop Paragraph Retrieval for Open-Domain Question Answering Yair Feldman, Ran El-Yaniv https://www.aclweb.org/anthology/P19-1222.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, init-glorot, train-mll, train-augment, arch-att, arch-selfatt, arch-residual, arch-transformer, struct-hmm, adv-train, latent-vae, task-textclass, task-lm, task-seq2seq 4 Unsupervised Paraphrasing without Translation Aurko Roy, David Grangier https://www.aclweb.org/anthology/P19-1605.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, optim-adam, arch-memo, arch-transformer, pre-bert, task-textclass, task-textpair, task-seq2seq, task-tree, meta-init 3 Personalizing Dialogue Agents via Meta-Learning Andrea Madotto, Zhaojiang Lin, Chien-Sheng Wu, Pascale Fung https://www.aclweb.org/anthology/P19-1542.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-labelsmooth, arch-rnn, arch-att, arch-residual, arch-subword, arch-transformer, task-lm, task-seq2seq 2 Shared-Private Bilingual Word Embeddings for Neural Machine Translation Xuebo Liu, Derek F. Wong, Yang Liu, Lidia S. Chao, Tong Xiao, Jingbo Zhu https://www.aclweb.org/anthology/P19-1352.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 # 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-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 # 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 # optim-adam, optim-projection, reg-norm, arch-bilinear, nondif-straightthrough 1 Relation Embedding with Dihedral Group in Knowledge Graph Canran Xu, Ruijiang Li https://www.aclweb.org/anthology/P19-1026.pdf
2019 ACL # optim-adam, arch-cnn, arch-att, arch-memo 1 NLProlog: Reasoning with Weak Unification for Question Answering in Natural Language Leon Weber, Pasquale Minervini, Jannes Münchmeyer, Ulf Leser, Tim Rocktäschel https://www.aclweb.org/anthology/P19-1618.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 # optim-adam, train-mll, arch-rnn, comb-ensemble, pre-word2vec, pre-glove, task-seq2seq 0 Course Concept Expansion in MOOCs with External Knowledge and Interactive Game Jifan Yu, Chenyu Wang, Gan Luo, Lei Hou, Juanzi Li, Zhiyuan Liu, Jie Tang https://www.aclweb.org/anthology/P19-1421.pdf
2019 ACL # optim-adam, reg-stopping, norm-gradient, train-mtl, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-gating, task-seq2seq, task-relation, task-tree 3 Symbolic Inductive Bias for Visually Grounded Learning of Spoken Language Grzegorz Chrupała https://www.aclweb.org/anthology/P19-1647.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-adam, init-glorot, reg-norm, arch-cnn, arch-att, arch-energy, pre-glove 0 Unsupervised Information Extraction: Regularizing Discriminative Approaches with Relation Distribution Losses Étienne Simon, Vincent Guigue, Benjamin Piwowarski https://www.aclweb.org/anthology/P19-1133.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, arch-rnn, arch-gru, arch-att, comb-ensemble, task-lm, task-seq2seq 2 Dual Supervised Learning for Natural Language Understanding and Generation Shang-Yu Su, Chao-Wei Huang, Yun-Nung Chen https://www.aclweb.org/anthology/P19-1545.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 # 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-adam, train-mll, train-transfer, train-parallel, arch-gru, arch-subword, adv-train, task-seqlab, task-seq2seq, task-lexicon, task-alignment 0 Better OOV Translation with Bilingual Terminology Mining Matthias Huck, Viktor Hangya, Alexander Fraser https://www.aclweb.org/anthology/P19-1581.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, norm-gradient, arch-rnn, arch-gru, arch-att, arch-memo, search-beam, latent-vae, task-textclass, task-seq2seq 1 Fine-Grained Sentence Functions for Short-Text Conversation Wei Bi, Jun Gao, Xiaojiang Liu, Shuming Shi https://www.aclweb.org/anthology/P19-1389.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-projection, reg-dropout, arch-transformer, pre-word2vec, pre-glove, pre-bert, adv-feat, task-seq2seq 1 Gender-preserving Debiasing for Pre-trained Word Embeddings Masahiro Kaneko, Danushka Bollegala https://www.aclweb.org/anthology/P19-1160.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-adam, reg-stopping, train-mll, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, task-seq2seq 6 When a Good Translation is Wrong in Context: Context-Aware Machine Translation Improves on Deixis, Ellipsis, and Lexical Cohesion Elena Voita, Rico Sennrich, Ivan Titov https://www.aclweb.org/anthology/P19-1116.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 # 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 # optim-adam, train-mll, train-transfer, arch-att, arch-selfatt, comb-ensemble, pre-bert, task-spanlab 6 A Span-Extraction Dataset for Chinese Machine Reading Comprehension Yiming Cui, Ting Liu, Wanxiang Che, Li Xiao, Zhipeng Chen, Wentao Ma, Shijin Wang, Guoping Hu https://www.aclweb.org/anthology/D19-1600.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-adam, init-glorot, train-mtl, train-mll, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, search-beam, task-seq2seq 1 NCLS: Neural Cross-Lingual Summarization Junnan Zhu, Qian Wang, Yining Wang, Yu Zhou, Jiajun Zhang, Shaonan Wang, Chengqing Zong https://www.aclweb.org/anthology/D19-1302.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 # optim-adam, arch-rnn, arch-att, arch-coverage, arch-transformer, task-seq2seq 3 Dynamic Past and Future for Neural Machine Translation Zaixiang Zheng, Shujian Huang, Zhaopeng Tu, Xin-Yu Dai, Jiajun Chen https://www.aclweb.org/anthology/D19-1086.pdf
2019 EMNLP # optim-adam, arch-att, arch-selfatt, comb-ensemble, pre-bert, adv-examp, task-spanlab 0 QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization Yi-Ting Yeh, Yun-Nung Chen https://www.aclweb.org/anthology/D19-1333.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 # 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 # optim-adam, optim-projection, reg-dropout, pool-max, arch-gru, arch-gnn, arch-cnn, arch-att, arch-coverage, task-seq2seq 0 Learning to Update Knowledge Graphs by Reading News Jizhi Tang, Yansong Feng, Dongyan Zhao https://www.aclweb.org/anthology/D19-1265.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 # optim-adam, optim-projection, reg-patience, reg-decay, arch-att, arch-coverage, arch-subword, pre-bert, task-seqlab 13 Fine-Grained Analysis of Propaganda in News Article Giovanni Da San Martino, Seunghak Yu, Alberto Barrón-Cedeño, Rostislav Petrov, Preslav Nakov https://www.aclweb.org/anthology/D19-1565.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-att, arch-copy, search-greedy, task-textpair, task-seq2seq 0 Enhancing Neural Data-To-Text Generation Models with External Background Knowledge Shuang Chen, Jinpeng Wang, Xiaocheng Feng, Feng Jiang, Bing Qin, Chin-Yew Lin https://www.aclweb.org/anthology/D19-1299.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, arch-att, comb-ensemble, pre-bert, task-lm 6 Cross-Domain Modeling of Sentence-Level Evidence for Document Retrieval Zeynep Akkalyoncu Yilmaz, Wei Yang, Haotian Zhang, Jimmy Lin https://www.aclweb.org/anthology/D19-1352.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 # optim-adam, reg-dropout, train-mll, arch-att, arch-subword, arch-transformer, pre-fasttext, pre-bert, adv-train, task-lm, task-seq2seq, task-alignment 0 Explicit Cross-lingual Pre-training for Unsupervised Machine Translation Shuo Ren, Yu Wu, Shujie Liu, Ming Zhou, Shuai Ma https://www.aclweb.org/anthology/D19-1071.pdf
2019 EMNLP # optim-adam, train-mtl, arch-rnn, arch-gru, arch-cnn, arch-att, arch-memo, search-beam, search-viterbi, nondif-reinforce, latent-vae, task-seq2seq 0 Low-Resource Response Generation with Template Prior Ze Yang, Wei Wu, Jian Yang, Can Xu, Zhoujun Li https://www.aclweb.org/anthology/D19-1197.pdf
2019 EMNLP # optim-adam, train-mll, arch-att, arch-coverage, pre-bert, task-lm, task-condlm, task-seq2seq 0 VizSeq: a visual analysis toolkit for text generation tasks Changhan Wang, Anirudh Jain, Danlu Chen, Jiatao Gu https://www.aclweb.org/anthology/D19-3043.pdf
2019 EMNLP # optim-adam, train-augment, arch-cnn, arch-att, arch-selfatt, pre-glove, adv-examp, adv-train, task-textclass, task-seqlab, task-lm 2 Achieving Verified Robustness to Symbol Substitutions via Interval Bound Propagation Po-Sen Huang, Robert Stanforth, Johannes Welbl, Chris Dyer, Dani Yogatama, Sven Gowal, Krishnamurthy Dvijotham, Pushmeet Kohli https://www.aclweb.org/anthology/D19-1419.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 # optim-adam, optim-projection, reg-dropout, reg-stopping, reg-decay, reg-labelsmooth, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, task-lm, task-seq2seq, task-alignment 0 Jointly Learning to Align and Translate with Transformer Models Sarthak Garg, Stephan Peitz, Udhyakumar Nallasamy, Matthias Paulik https://www.aclweb.org/anthology/D19-1453.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-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 # optim-adam, latent-topic, task-lm 0 Room to Glo: A Systematic Comparison of Semantic Change Detection Approaches with Word Embeddings Philippa Shoemark, Farhana Ferdousi Liza, Dong Nguyen, Scott Hale, Barbara McGillivray https://www.aclweb.org/anthology/D19-1007.pdf
2019 EMNLP # optim-adam, reg-stopping, pool-max, comb-ensemble, pre-glove, task-textclass 0 Delta-training: Simple Semi-Supervised Text Classification using Pretrained Word Embeddings Hwiyeol Jo, Ceyda Cinarel https://www.aclweb.org/anthology/D19-1347.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, train-mll, train-transfer, pool-max, arch-subword, search-beam, loss-svd, task-lm, task-seq2seq 1 Pivot-based Transfer Learning for Neural Machine Translation between Non-English Languages Yunsu Kim, Petre Petrov, Pavel Petrushkov, Shahram Khadivi, Hermann Ney https://www.aclweb.org/anthology/D19-1080.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-adam, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seq2seq 0 Encoders Help You Disambiguate Word Senses in Neural Machine Translation Gongbo Tang, Rico Sennrich, Joakim Nivre https://www.aclweb.org/anthology/D19-1149.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-cnn, pre-glove, struct-crf, latent-vae, task-lm 0 Learning with Noisy Labels for Sentence-level Sentiment Classification Hao Wang, Bing Liu, Chaozhuo Li, Yan Yang, Tianrui Li https://www.aclweb.org/anthology/D19-1655.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 # 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 # optim-adam, reg-decay, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, pre-word2vec, pre-glove, pre-elmo, pre-bert, loss-nce, task-textpair, task-alignment 0 A Gated Self-attention Memory Network for Answer Selection Tuan Lai, Quan Hung Tran, Trung Bui, Daisuke Kihara https://www.aclweb.org/anthology/D19-1610.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, arch-rnn, arch-att, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, loss-svd, task-lm, task-seq2seq, task-relation, task-alignment 3 Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing Yuxuan Wang, Wanxiang Che, Jiang Guo, Yijia Liu, Ting Liu https://www.aclweb.org/anthology/D19-1575.pdf
2019 EMNLP # optim-adam, train-mll, train-transfer, arch-coverage, arch-subword, task-lm, task-lexicon 1 Lost in Evaluation: Misleading Benchmarks for Bilingual Dictionary Induction Yova Kementchedjhieva, Mareike Hartmann, Anders Søgaard https://www.aclweb.org/anthology/D19-1328.pdf
2019 EMNLP # optim-adam, optim-projection, reg-patience, arch-rnn, arch-gru, arch-att, arch-copy, search-beam, task-seq2seq 0 Modeling Multi-Action Policy for Task-Oriented Dialogues Lei Shu, Hu Xu, Bing Liu, Piero Molino https://www.aclweb.org/anthology/D19-1130.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, train-augment, arch-subword, arch-transformer, task-seq2seq 0 Understanding Data Augmentation in Neural Machine Translation: Two Perspectives towards Generalization Guanlin Li, Lemao Liu, Guoping Huang, Conghui Zhu, Tiejun Zhao https://www.aclweb.org/anthology/D19-1570.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 # 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-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, reg-decay, norm-layer, train-mll, pool-mean, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, task-spanlab, task-lm, task-seq2seq 0 Cross-Lingual Machine Reading Comprehension Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Shijin Wang, Guoping Hu https://www.aclweb.org/anthology/D19-1169.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 # optim-adam, optim-projection, train-mtl, arch-att, arch-memo, arch-bilinear, arch-transformer, search-beam, pre-bert, task-seq2seq, task-tree 0 Multi-Task Learning for Conversational Question Answering over a Large-Scale Knowledge Base Tao Shen, Xiubo Geng, Tao Qin, Daya Guo, Duyu Tang, Nan Duan, Guodong Long, Daxin Jiang https://www.aclweb.org/anthology/D19-1248.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, optim-projection, norm-layer, arch-att, arch-selfatt, arch-residual, arch-subword, arch-transformer, task-seq2seq 1 Synchronously Generating Two Languages with Interactive Decoding Yining Wang, Jiajun Zhang, Long Zhou, Yuchen Liu, Chengqing Zong https://www.aclweb.org/anthology/D19-1330.pdf
2019 EMNLP # optim-adam, latent-topic 0 Automatically Inferring Gender Associations from Language Serina Chang, Kathy McKeown https://www.aclweb.org/anthology/D19-1579.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 # optim-adam, optim-projection, train-mll, train-transfer, pool-mean, arch-att, arch-transformer, pre-fasttext, pre-bert, loss-cca, task-spanlab, task-lm, task-seq2seq, task-lexicon 0 Zero-shot Reading Comprehension by Cross-lingual Transfer Learning with Multi-lingual Language Representation Model Tsung-Yuan Hsu, Chi-Liang Liu, Hung-yi Lee https://www.aclweb.org/anthology/D19-1607.pdf
2019 EMNLP # optim-adam, pool-max, arch-cnn, arch-att, pre-glove, task-textclass 0 Human-grounded Evaluations of Explanation Methods for Text Classification Piyawat Lertvittayakumjorn, Francesca Toni https://www.aclweb.org/anthology/D19-1523.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-adam, init-glorot, norm-gradient, arch-gru, arch-bigru, arch-att, adv-train, latent-vae, task-seq2seq 0 Answer-guided and Semantic Coherent Question Generation in Open-domain Conversation Weichao Wang, Shi Feng, Daling Wang, Yifei Zhang https://www.aclweb.org/anthology/D19-1511.pdf
2019 EMNLP # optim-adam, arch-transformer, pre-elmo, adv-examp, task-textclass, task-textpair, task-spanlab 0 Evaluating adversarial attacks against multiple fact verification systems James Thorne, Andreas Vlachos, Christos Christodoulopoulos, Arpit Mittal https://www.aclweb.org/anthology/D19-1292.pdf
2019 EMNLP # optim-sgd, optim-adam, activ-tanh, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, loss-nce, task-seq2seq, task-relation 0 Minimally Supervised Learning of Affective Events Using Discourse Relations Jun Saito, Yugo Murawaki, Sadao Kurohashi https://www.aclweb.org/anthology/D19-1581.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, optim-projection, arch-coverage, pre-glove, pre-bert, task-textpair 0 Evaluating BERT for natural language inference: A case study on the CommitmentBank Nanjiang Jiang, Marie-Catherine de Marneffe https://www.aclweb.org/anthology/D19-1630.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 # optim-adam, train-transfer, arch-att, arch-transformer, search-beam, pre-word2vec, task-lm, task-condlm, task-seq2seq 2 Decoupled Box Proposal and Featurization with Ultrafine-Grained Semantic Labels Improve Image Captioning and Visual Question Answering Soravit Changpinyo, Bo Pang, Piyush Sharma, Radu Soricut https://www.aclweb.org/anthology/D19-1155.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 # optim-adam, train-mll, arch-coverage, arch-subword, arch-transformer, search-greedy, search-beam, latent-topic, task-textclass, task-lm, task-seq2seq, task-lexicon 0 Machine Translation With Weakly Paired Documents Lijun Wu, Jinhua Zhu, Di He, Fei Gao, Tao Qin, Jianhuang Lai, Tie-Yan Liu https://www.aclweb.org/anthology/D19-1446.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, reg-decay, train-augment, arch-att, comb-ensemble, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-relation 0 CFO: A Framework for Building Production NLP Systems Rishav Chakravarti, Cezar Pendus, Andrzej Sakrajda, Anthony Ferritto, Lin Pan, Michael Glass, Vittorio Castelli, J William Murdock, Radu Florian, Salim Roukos, Avi Sil https://www.aclweb.org/anthology/D19-3006.pdf
2019 EMNLP # optim-adam, train-mll, train-transfer, arch-att, arch-subword, arch-transformer, comb-ensemble, search-beam, adv-train, task-seqlab, task-seq2seq, task-graph 0 Iterative Dual Domain Adaptation for Neural Machine Translation Jiali Zeng, Yang Liu, Jinsong Su, Yubing Ge, Yaojie Lu, Yongjing Yin, Jiebo Luo https://www.aclweb.org/anthology/D19-1078.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-bigru, arch-att, arch-copy, arch-subword, pre-bert, task-textclass, task-lm, task-seq2seq 1 Generating Personalized Recipes from Historical User Preferences Bodhisattwa Prasad Majumder, Shuyang Li, Jianmo Ni, Julian McAuley https://www.aclweb.org/anthology/D19-1613.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 # 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 # 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, train-mll, train-active, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, comb-ensemble, task-lm, task-seq2seq, task-alignment 0 Learning to Copy for Automatic Post-Editing Xuancheng Huang, Yang Liu, Huanbo Luan, Jingfang Xu, Maosong Sun https://www.aclweb.org/anthology/D19-1634.pdf
2019 EMNLP # optim-adam, arch-gru, arch-memo, arch-transformer, pre-bert, task-lm, task-seq2seq 0 WikiCREM: A Large Unsupervised Corpus for Coreference Resolution Vid Kocijan, Oana-Maria Camburu, Ana-Maria Cretu, Yordan Yordanov, Phil Blunsom, Thomas Lukasiewicz https://www.aclweb.org/anthology/D19-1439.pdf
2019 EMNLP # optim-adam, optim-projection, train-augment, arch-coverage 3 It’s All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data Substitution Rowan Hall Maudslay, Hila Gonen, Ryan Cotterell, Simone Teufel https://www.aclweb.org/anthology/D19-1530.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-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-adam, optim-projection, norm-layer, norm-batch, struct-crf, adv-train, task-textclass, task-seqlab 0 Open Event Extraction from Online Text using a Generative Adversarial Network Rui Wang, Deyu Zhou, Yulan He https://www.aclweb.org/anthology/D19-1027.pdf
2019 EMNLP # optim-adam, train-transfer, train-active, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, search-beam, pre-fasttext, pre-bert, task-textclass, task-lm, task-condlm, task-seq2seq 14 Learning to Speak and Act in a Fantasy Text Adventure Game Jack Urbanek, Angela Fan, Siddharth Karamcheti, Saachi Jain, Samuel Humeau, Emily Dinan, Tim Rocktäschel, Douwe Kiela, Arthur Szlam, Jason Weston https://www.aclweb.org/anthology/D19-1062.pdf
2019 EMNLP # optim-adam, arch-att, arch-coverage, latent-topic 0 Interpretable Word Embeddings via Informative Priors Miriam Hurtado Bodell, Martin Arvidsson, Måns Magnusson https://www.aclweb.org/anthology/D19-1661.pdf
2019 EMNLP # optim-adam, reg-stopping, arch-rnn, arch-gru, arch-att, arch-memo, pre-word2vec, latent-vae 0 A Semi-Supervised Stable Variational Network for Promoting Replier-Consistency in Dialogue Generation Jinxin Chang, Ruifang He, Longbiao Wang, Xiangyu Zhao, Ting Yang, Ruifang Wang https://www.aclweb.org/anthology/D19-1200.pdf
2019 EMNLP # optim-adam, train-mtl, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-copy, arch-transformer, comb-ensemble, pre-elmo, pre-bert, task-spanlab, task-lm, task-seq2seq, task-relation, task-tree 0 Discourse-Aware Semantic Self-Attention for Narrative Reading Comprehension Todor Mihaylov, Anette Frank https://www.aclweb.org/anthology/D19-1257.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, arch-gru, arch-att, search-beam, latent-vae, task-seq2seq 1 A Discrete CVAE for Response Generation on Short-Text Conversation Jun Gao, Wei Bi, Xiaojiang Liu, Junhui Li, Guodong Zhou, Shuming Shi https://www.aclweb.org/anthology/D19-1198.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-att, arch-selfatt, arch-transformer, task-seq2seq 1 Transformer Dissection: An Unified Understanding for Transformer’s Attention via the Lens of Kernel Yao-Hung Hubert Tsai, Shaojie Bai, Makoto Yamada, Louis-Philippe Morency, Ruslan Salakhutdinov https://www.aclweb.org/anthology/D19-1443.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 # 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-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-sgd, optim-adam, optim-projection, train-augment, arch-rnn, arch-cnn, arch-att, comb-ensemble, pre-word2vec, pre-skipthought, pre-bert, task-textclass, task-textpair, task-seq2seq 0 Text Emotion Distribution Learning from Small Sample: A Meta-Learning Approach Zhenjie Zhao, Xiaojuan Ma https://www.aclweb.org/anthology/D19-1408.pdf
2019 EMNLP # optim-adam, train-augment, pool-max, pool-mean, arch-cnn, arch-att, arch-selfatt, arch-memo, latent-vae, task-textclass, meta-init 0 Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion Zihao Wang, Kwunping Lai, Piji Li, Lidong Bing, Wai Lam https://www.aclweb.org/anthology/D19-1024.pdf
2019 EMNLP # optim-adam, optim-projection, arch-cnn, arch-att, arch-coverage, arch-transformer, pre-glove, pre-skipthought, pre-bert, task-spanlab, task-lm, task-relation, task-tree 0 Linking artificial and human neural representations of language Jon Gauthier, Roger Levy https://www.aclweb.org/anthology/D19-1050.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, arch-cnn, arch-att, arch-gating, arch-coverage, arch-transformer, pre-bert, loss-margin, task-textpair, task-seqlab, task-lm, task-seq2seq 0 Aligning Cross-Lingual Entities with Multi-Aspect Information Hsiu-Wei Yang, Yanyan Zou, Peng Shi, Wei Lu, Jimmy Lin, Xu Sun https://www.aclweb.org/anthology/D19-1451.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, train-mll, struct-cfg 0 Constraint-based Learning of Phonological Processes Shraddha Barke, Rose Kunkel, Nadia Polikarpova, Eric Meinhardt, Eric Bakovic, Leon Bergen https://www.aclweb.org/anthology/D19-1639.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 # optim-adam, arch-transformer, comb-ensemble, pre-bert, task-seq2seq 0 An Empirical Study of Incorporating Pseudo Data into Grammatical Error Correction Shun Kiyono, Jun Suzuki, Masato Mita, Tomoya Mizumoto, Kentaro Inui https://www.aclweb.org/anthology/D19-1119.pdf
2019 EMNLP # optim-adam, optim-projection, reg-stopping, latent-vae 0 A Deep Factorization of Style and Structure in Fonts Akshay Srivatsan, Jonathan Barron, Dan Klein, Taylor Berg-Kirkpatrick https://www.aclweb.org/anthology/D19-1225.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 # 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 # 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, arch-att 0 Are You for Real? Detecting Identity Fraud via Dialogue Interactions Weikang Wang, Jiajun Zhang, Qian Li, Chengqing Zong, Zhifei Li https://www.aclweb.org/anthology/D19-1185.pdf
2019 EMNLP # optim-adam, optim-projection, norm-layer, train-mtl, train-mll, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, loss-svd, task-textpair, task-seq2seq 0 Parameter-free Sentence Embedding via Orthogonal Basis Ziyi Yang, Chenguang Zhu, Weizhu Chen https://www.aclweb.org/anthology/D19-1059.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 # 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 # 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, arch-gru, arch-cnn, arch-att, arch-coverage, task-lm 0 Neural News Recommendation with Heterogeneous User Behavior Chuhan Wu, Fangzhao Wu, Mingxiao An, Tao Qi, Jianqiang Huang, Yongfeng Huang, Xing Xie https://www.aclweb.org/anthology/D19-1493.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, train-mll, arch-att, arch-coverage, arch-transformer, search-beam, task-seq2seq 0 INMT: Interactive Neural Machine Translation Prediction Sebastin Santy, Sandipan Dandapat, Monojit Choudhury, Kalika Bali https://www.aclweb.org/anthology/D19-3018.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, search-beam, nondif-reinforce, task-lm, task-condlm 1 Improving Generative Visual Dialog by Answering Diverse Questions Vishvak Murahari, Prithvijit Chattopadhyay, Dhruv Batra, Devi Parikh, Abhishek Das https://www.aclweb.org/anthology/D19-1152.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 # optim-adam, init-glorot, arch-rnn, arch-gru, arch-att, pre-word2vec, pre-elmo, task-condlm 2 Integrating Text and Image: Determining Multimodal Document Intent in Instagram Posts Julia Kruk, Jonah Lubin, Karan Sikka, Xiao Lin, Dan Jurafsky, Ajay Divakaran https://www.aclweb.org/anthology/D19-1469.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 # optim-adam, optim-projection, reg-dropout, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-transformer, pre-bert, latent-vae, task-tree 0 Answering Conversational Questions on Structured Data without Logical Forms Thomas Mueller, Francesco Piccinno, Peter Shaw, Massimo Nicosia, Yasemin Altun https://www.aclweb.org/anthology/D19-1603.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-patience, arch-rnn, arch-att, arch-selfatt, pre-bert, task-spanlab, task-lm 2 Answering Complex Open-domain Questions Through Iterative Query Generation Peng Qi, Xiaowen Lin, Leo Mehr, Zijian Wang, Christopher D. Manning https://www.aclweb.org/anthology/D19-1261.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, pre-glove, task-textpair 0 Modeling the Relationship between User Comments and Edits in Document Revision Xuchao Zhang, Dheeraj Rajagopal, Michael Gamon, Sujay Kumar Jauhar, ChangTien Lu https://www.aclweb.org/anthology/D19-1505.pdf
2019 EMNLP # optim-adam, arch-subword, pre-fasttext, task-lexicon 2 Analytical Methods for Interpretable Ultradense Word Embeddings Philipp Dufter, Hinrich Schütze https://www.aclweb.org/anthology/D19-1111.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 # 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 # 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, optim-projection, reg-dropout, norm-layer, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, search-beam, task-seq2seq, task-alignment 0 Contrastive Attention Mechanism for Abstractive Sentence Summarization Xiangyu Duan, Hongfei Yu, Mingming Yin, Min Zhang, Weihua Luo, Yue Zhang https://www.aclweb.org/anthology/D19-1301.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 # optim-adam, reg-dropout, train-mll, train-transfer, arch-cnn, arch-transformer, pre-bert, task-textclass, task-lm, task-seq2seq, task-relation 0 Cross-lingual intent classification in a low resource industrial setting Talaat Khalil, Kornel Kiełczewski, Georgios Christos Chouliaras, Amina Keldibek, Maarten Versteegh https://www.aclweb.org/anthology/D19-1676.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, reg-decay, pool-max, arch-gcnn, arch-cnn, arch-att, pre-glove, task-textclass, task-condlm, task-seq2seq 0 Hierarchical Text Classification with Reinforced Label Assignment Yuning Mao, Jingjing Tian, Jiawei Han, Xiang Ren https://www.aclweb.org/anthology/D19-1042.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-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 # 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, init-glorot, reg-dropout, norm-layer, arch-rnn, arch-cnn, arch-att, arch-selfatt, task-textpair, task-condlm 0 DEBUG: A Dense Bottom-Up Grounding Approach for Natural Language Video Localization Chujie Lu, Long Chen, Chilie Tan, Xiaolin Li, Jun Xiao https://www.aclweb.org/anthology/D19-1518.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 # 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 # optim-sgd, optim-adam, arch-rnn, pre-bert 0 PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking Matthew Henderson, Ivan Vulić, Iñigo Casanueva, Paweł Budzianowski, Daniela Gerz, Sam Coope, Georgios Spithourakis, Tsung-Hsien Wen, Nikola Mrkšić, Pei-Hao Su https://www.aclweb.org/anthology/D19-3031.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-adam, init-glorot, reg-dropout, reg-stopping, arch-cnn, comb-ensemble, pre-fasttext, task-textclass, task-seqlab 0 Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks Hailong Jin, Lei Hou, Juanzi Li, Tiansi Dong https://www.aclweb.org/anthology/D19-1502.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-adam, train-mtl, train-mll, train-transfer, arch-att, arch-coverage, arch-transformer, pre-skipthought, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, meta-init 0 Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks Zi-Yi Dou, Keyi Yu, Antonios Anastasopoulos https://www.aclweb.org/anthology/D19-1112.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-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 # 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 # 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 # 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, arch-cnn, arch-att, pre-fasttext, pre-bert, task-spanlab, task-seq2seq 0 Finding Generalizable Evidence by Learning to Convince Q&A Models Ethan Perez, Siddharth Karamcheti, Rob Fergus, Jason Weston, Douwe Kiela, Kyunghyun Cho https://www.aclweb.org/anthology/D19-1244.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 # optim-adam, arch-coverage, pre-bert, task-textpair 2 Revealing the Importance of Semantic Retrieval for Machine Reading at Scale Yixin Nie, Songhe Wang, Mohit Bansal https://www.aclweb.org/anthology/D19-1258.pdf
2019 EMNLP # optim-adam, arch-cnn, arch-att 0 Easy First Relation Extraction with Information Redundancy Shuai Ma, Gang Wang, Yansong Feng, Jinpeng Huai https://www.aclweb.org/anthology/D19-1398.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-norm, train-mll, arch-att, arch-coverage, loss-margin, task-seq2seq 0 Modeling Multi-mapping Relations for Precise Cross-lingual Entity Alignment Xiaofei Shi, Yanghua Xiao https://www.aclweb.org/anthology/D19-1075.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-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 # optim-adam, train-mll, task-textclass 1 Perturbation Sensitivity Analysis to Detect Unintended Model Biases Vinodkumar Prabhakaran, Ben Hutchinson, Margaret Mitchell https://www.aclweb.org/anthology/D19-1578.pdf
2019 EMNLP # optim-adam 0 Text-based inference of moral sentiment change Jing Yi Xie, Renato Ferreira Pinto Junior, Graeme Hirst, Yang Xu https://www.aclweb.org/anthology/D19-1472.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 # 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 # optim-adam, train-mtl, train-augment, arch-gru, task-lm, task-seq2seq 1 Structuring Latent Spaces for Stylized Response Generation Xiang Gao, Yizhe Zhang, Sungjin Lee, Michel Galley, Chris Brockett, Jianfeng Gao, Bill Dolan https://www.aclweb.org/anthology/D19-1190.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 # 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, train-transfer, arch-transformer, pre-bert, task-spanlab, task-lm 11 Social IQa: Commonsense Reasoning about Social Interactions Maarten Sap, Hannah Rashkin, Derek Chen, Ronan Le Bras, Yejin Choi https://www.aclweb.org/anthology/D19-1454.pdf
2019 EMNLP # optim-adam, reg-decay, arch-rnn, arch-gru, arch-att, pre-glove, task-seq2seq 0 Who Is Speaking to Whom? Learning to Identify Utterance Addressee in Multi-Party Conversations Ran Le, Wenpeng Hu, Mingyue Shang, Zhenjun You, Lidong Bing, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1199.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-adam, reg-dropout, train-mtl, arch-gru, arch-att, arch-copy, pre-glove, task-seq2seq 0 GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue Jun Quan, Deyi Xiong, Bonnie Webber, Changjian Hu https://www.aclweb.org/anthology/D19-1462.pdf
2019 EMNLP # optim-adam, train-active, arch-att 1 Finding Microaggressions in the Wild: A Case for Locating Elusive Phenomena in Social Media Posts Luke Breitfeller, Emily Ahn, David Jurgens, Yulia Tsvetkov https://www.aclweb.org/anthology/D19-1176.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-adam, reg-dropout, reg-labelsmooth, arch-att, arch-coverage, arch-subword, arch-transformer, search-beam, loss-nce, task-seqlab, task-seq2seq, task-tree 0 Improving Back-Translation with Uncertainty-based Confidence Estimation Shuo Wang, Yang Liu, Chao Wang, Huanbo Luan, Maosong Sun https://www.aclweb.org/anthology/D19-1073.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, pre-glove, pre-bert, task-textpair, task-spanlab 3 Towards Debiasing Fact Verification Models Tal Schuster, Darsh Shah, Yun Jie Serene Yeo, Daniel Roberto Filizzola Ortiz, Enrico Santus, Regina Barzilay https://www.aclweb.org/anthology/D19-1341.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, train-mll, train-transfer, arch-att, arch-subword, arch-transformer, pre-bert, loss-cca, loss-svd, task-lm, task-seq2seq 4 Investigating Multilingual NMT Representations at Scale Sneha Kudugunta, Ankur Bapna, Isaac Caswell, Orhan Firat https://www.aclweb.org/anthology/D19-1167.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 # optim-adam, arch-att, arch-copy, search-beam, task-spanlab, task-seq2seq 0 Generating Highly Relevant Questions Jiazuo Qiu, Deyi Xiong https://www.aclweb.org/anthology/D19-1614.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 # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, task-textclass, task-seq2seq 0 Enhancing Context Modeling with a Query-Guided Capsule Network for Document-level Translation Zhengxin Yang, Jinchao Zhang, Fandong Meng, Shuhao Gu, Yang Feng, Jie Zhou https://www.aclweb.org/anthology/D19-1164.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-norm, task-textclass 0 Auditing Deep Learning processes through Kernel-based Explanatory Models Danilo Croce, Daniele Rossini, Roberto Basili https://www.aclweb.org/anthology/D19-1415.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-adam, init-glorot, norm-gradient, pool-mean, arch-rnn, arch-gru, arch-att, arch-coverage, search-beam, adv-train, latent-vae, task-seq2seq 0 Long and Diverse Text Generation with Planning-based Hierarchical Variational Model Zhihong Shao, Minlie Huang, Jiangtao Wen, Wenfei Xu, Xiaoyan Zhu https://www.aclweb.org/anthology/D19-1321.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 # 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-adam, train-mtl, train-mll, pool-max, arch-subword, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, latent-vae, task-textclass, task-textpair, task-seq2seq 0 Correlations between Word Vector Sets Vitalii Zhelezniak, April Shen, Daniel Busbridge, Aleksandar Savkov, Nils Hammerla https://www.aclweb.org/anthology/D19-1008.pdf
2019 EMNLP # optim-adam, reg-stopping, reg-patience, reg-labelsmooth, train-mll, arch-rnn, arch-att, arch-selfatt, arch-residual, arch-copy, arch-coverage, arch-subword, arch-transformer, comb-ensemble, search-beam, task-seqlab, task-seq2seq 0 Deep Copycat Networks for Text-to-Text Generation Julia Ive, Pranava Madhyastha, Lucia Specia https://www.aclweb.org/anthology/D19-1318.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, optim-projection, train-mll, arch-subword, pre-fasttext, task-lm, task-seq2seq, task-lexicon 1 Examining Gender Bias in Languages with Grammatical Gender Pei Zhou, Weijia Shi, Jieyu Zhao, Kuan-Hao Huang, Muhao Chen, Ryan Cotterell, Kai-Wei Chang https://www.aclweb.org/anthology/D19-1531.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 # optim-sgd, optim-adam, arch-att, arch-coverage, arch-subword, pre-word2vec, pre-glove 0 Feature2Vec: Distributional semantic modelling of human property knowledge Steven Derby, Paul Miller, Barry Devereux https://www.aclweb.org/anthology/D19-1595.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 # optim-adam, reg-dropout, reg-decay, arch-att, pre-elmo, loss-svd 1 An Attentive Fine-Grained Entity Typing Model with Latent Type Representation Ying Lin, Heng Ji https://www.aclweb.org/anthology/D19-1641.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-adam, train-mtl, train-mll, train-parallel, arch-att, arch-selfatt, comb-ensemble, pre-bert, task-spanlab, task-seq2seq, task-alignment 0 BiPaR: A Bilingual Parallel Dataset for Multilingual and Cross-lingual Reading Comprehension on Novels Yimin Jing, Deyi Xiong, Zhen Yan https://www.aclweb.org/anthology/D19-1249.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-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 # 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, arch-cnn 0 Visual Detection with Context for Document Layout Analysis Carlos Soto, Shinjae Yoo https://www.aclweb.org/anthology/D19-1348.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-adam, arch-rnn, arch-gru, arch-att, pre-glove, task-seq2seq 0 Deep Reinforcement Learning-based Text Anonymization against Private-Attribute Inference Ahmadreza Mosallanezhad, Ghazaleh Beigi, Huan Liu https://www.aclweb.org/anthology/D19-1240.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 # 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-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-sgd, optim-adam, arch-rnn, arch-gru, arch-cnn, arch-att, arch-selfatt, search-beam, task-spanlab, task-lm, task-seq2seq 1 Read, Attend and Comment: A Deep Architecture for Automatic News Comment Generation Ze Yang, Can Xu, Wei Wu, Zhoujun Li https://www.aclweb.org/anthology/D19-1512.pdf
2019 EMNLP # optim-adam, optim-projection, arch-rnn, arch-gru, arch-cnn, arch-att, arch-memo, arch-copy, task-spanlab, task-seq2seq 0 DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs Yi-Lin Tuan, Yun-Nung Chen, Hung-yi Lee https://www.aclweb.org/anthology/D19-1194.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-adagrad, optim-projection, reg-dropout, train-mll, arch-rnn, arch-cnn, arch-bilinear, arch-subword, pre-fasttext, pre-glove, task-textclass, task-lm, task-lexicon 0 Cross-lingual Semantic Specialization via Lexical Relation Induction Edoardo Maria Ponti, Ivan Vulić, Goran Glavaš, Roi Reichart, Anna Korhonen https://www.aclweb.org/anthology/D19-1226.pdf
2019 EMNLP # optim-sgd, optim-adam, norm-gradient, pool-max, arch-rnn, arch-gru, arch-att, arch-memo, search-beam, pre-glove, latent-vae, task-lm, task-seq2seq 0 Hierarchy Response Learning for Neural Conversation Generation Bo Zhang, Xiaoming Zhang https://www.aclweb.org/anthology/D19-1186.pdf
2019 EMNLP # optim-adam, arch-att, arch-selfatt, comb-ensemble, pre-bert, task-textpair, task-spanlab 1 Giving BERT a Calculator: Finding Operations and Arguments with Reading Comprehension Daniel Andor, Luheng He, Kenton Lee, Emily Pitler https://www.aclweb.org/anthology/D19-1609.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, pool-max, arch-rnn, arch-cnn, arch-att, pre-bert, task-textclass, task-seq2seq 0 HMEAE: Hierarchical Modular Event Argument Extraction Xiaozhi Wang, Ziqi Wang, Xu Han, Zhiyuan Liu, Juanzi Li, Peng Li, Maosong Sun, Jie Zhou, Xiang Ren https://www.aclweb.org/anthology/D19-1584.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, norm-batch, pool-mean, arch-rnn, arch-cnn 0 Honkling: In-Browser Personalization for Ubiquitous Keyword Spotting Jaejun Lee, Raphael Tang, Jimmy Lin https://www.aclweb.org/anthology/D19-3016.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, train-mtl, arch-rnn, arch-gru, arch-att, arch-coverage, arch-subword, task-condlm, task-seq2seq 0 Keeping Consistency of Sentence Generation and Document Classification with Multi-Task Learning Toru Nishino, Shotaro Misawa, Ryuji Kano, Tomoki Taniguchi, Yasuhide Miura, Tomoko Ohkuma https://www.aclweb.org/anthology/D19-1315.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 # optim-adam, train-mll, arch-att, arch-bilinear, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, latent-vae, loss-nce, task-seqlab, task-relation, task-alignment 0 Target Language-Aware Constrained Inference for Cross-lingual Dependency Parsing Tao Meng, Nanyun Peng, Kai-Wei Chang https://www.aclweb.org/anthology/D19-1103.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, train-augment, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-transformer, pre-bert, pre-use, task-textpair, task-lm, task-seq2seq, task-relation 0 Keep Calm and Switch On! Preserving Sentiment and Fluency in Semantic Text Exchange Steven Y. Feng, Aaron W. Li, Jesse Hoey https://www.aclweb.org/anthology/D19-1272.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 # 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 # optim-adam, reg-decay, norm-gradient, arch-gnn, arch-att, arch-selfatt, arch-transformer, pre-bert, task-spanlab, task-tree 0 NumNet: Machine Reading Comprehension with Numerical Reasoning Qiu Ran, Yankai Lin, Peng Li, Jie Zhou, Zhiyuan Liu https://www.aclweb.org/anthology/D19-1251.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 # optim-adam, optim-projection, pre-word2vec, pre-glove 0 Exploring Human Gender Stereotypes with Word Association Test Yupei Du, Yuanbin Wu, Man Lan https://www.aclweb.org/anthology/D19-1635.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 # 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, reg-dropout, train-mll, arch-att, arch-subword, arch-transformer, comb-ensemble, search-viterbi, pre-fasttext, pre-glove, struct-crf, task-seqlab, task-lm, task-seq2seq, task-lexicon 0 Hierarchical Meta-Embeddings for Code-Switching Named Entity Recognition Genta Indra Winata, Zhaojiang Lin, Jamin Shin, Zihan Liu, Pascale Fung https://www.aclweb.org/anthology/D19-1360.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 # optim-adam, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-skipthought, pre-elmo, pre-bert, task-textpair, task-spanlab, task-lm, task-seq2seq, task-cloze 0 Transfer Fine-Tuning: A BERT Case Study Yuki Arase, Jun’ichi Tsujii https://www.aclweb.org/anthology/D19-1542.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-gnn, arch-cnn, arch-att, latent-topic, loss-svd 0 Reviews Meet Graphs: Enhancing User and Item Representations for Recommendation with Hierarchical Attentive Graph Neural Network Chuhan Wu, Fangzhao Wu, Tao Qi, Suyu Ge, Yongfeng Huang, Xing Xie https://www.aclweb.org/anthology/D19-1494.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 # 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 # 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, arch-cnn, arch-att, arch-selfatt, arch-transformer, task-seq2seq 0 Towards Knowledge-Based Recommender Dialog System Qibin Chen, Junyang Lin, Yichang Zhang, Ming Ding, Yukuo Cen, Hongxia Yang, Jie Tang https://www.aclweb.org/anthology/D19-1189.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-sgd, optim-adam, optim-projection, latent-vae, latent-topic 0 Document Hashing with Mixture-Prior Generative Models Wei Dong, Qinliang Su, Dinghan Shen, Changyou Chen https://www.aclweb.org/anthology/D19-1526.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-bilinear 0 Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets Esma Balkir, Masha Naslidnyk, Dave Palfrey, Arpit Mittal https://www.aclweb.org/anthology/D19-1368.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 # 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-adam, reg-dropout, train-mtl, arch-rnn, arch-gru, comb-ensemble 0 A Practical Dialogue-Act-Driven Conversation Model for Multi-Turn Response Selection Harshit Kumar, Arvind Agarwal, Sachindra Joshi https://www.aclweb.org/anthology/D19-1205.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-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-adam, task-relation, task-tree 0 A Stylometry Toolkit for Latin Literature Thomas J. Bolt, Jeffrey H. Flynt, Pramit Chaudhuri, Joseph P. Dexter https://www.aclweb.org/anthology/D19-3035.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 # 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 # 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 # 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, pool-max, arch-att, arch-bilinear, pre-glove, pre-bert, task-textclass, task-spanlab, task-lm, task-seq2seq 3 Cosmos QA: Machine Reading Comprehension with Contextual Commonsense Reasoning Lifu Huang, Ronan Le Bras, Chandra Bhagavatula, Yejin Choi https://www.aclweb.org/anthology/D19-1243.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, optim-projection, reg-dropout, arch-rnn, arch-gru, arch-att, pre-word2vec, task-lm, task-condlm, task-seq2seq 0 Unsupervised Discovery of Multimodal Links in Multi-image, Multi-sentence Documents Jack Hessel, Lillian Lee, David Mimno https://www.aclweb.org/anthology/D19-1210.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, reg-dropout, arch-rnn, arch-birnn, arch-att, arch-selfatt, arch-transformer, task-seq2seq 1 Hierarchical Modeling of Global Context for Document-Level Neural Machine Translation Xin Tan, Longyin Zhang, Deyi Xiong, Guodong Zhou https://www.aclweb.org/anthology/D19-1168.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 # 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 # optim-adam, optim-projection, train-mll, train-transfer, train-active, pre-elmo, pre-bert, adv-train, latent-vae, task-textclass, task-seqlab, task-lm, task-seq2seq, task-lexicon 2 Adversarial Learning with Contextual Embeddings for Zero-resource Cross-lingual Classification and NER Phillip Keung, Yichao Lu, Vikas Bhardwaj https://www.aclweb.org/anthology/D19-1138.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, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-elmo, task-seq2seq 0 Open Domain Web Keyphrase Extraction Beyond Language Modeling Lee Xiong, Chuan Hu, Chenyan Xiong, Daniel Campos, Arnold Overwijk https://www.aclweb.org/anthology/D19-1521.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-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-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 # 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 # 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-adam, train-mtl, arch-rnn, arch-gru, arch-att, latent-topic, task-extractive, task-seq2seq 0 Subtopic-driven Multi-Document Summarization Xin Zheng, Aixin Sun, Jing Li, Karthik Muthuswamy https://www.aclweb.org/anthology/D19-1311.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 # optim-adam, reg-stopping, arch-att, arch-subword, arch-transformer, search-beam, task-seq2seq 2 Context-Aware Monolingual Repair for Neural Machine Translation Elena Voita, Rico Sennrich, Ivan Titov https://www.aclweb.org/anthology/D19-1081.pdf
2019 EMNLP # optim-adam, reg-dropout, train-augment, arch-att, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, adv-examp, adv-train, task-textclass, task-lm, task-cloze 1 Learning to Discriminate Perturbations for Blocking Adversarial Attacks in Text Classification Yichao Zhou, Jyun-Yu Jiang, Kai-Wei Chang, Wei Wang https://www.aclweb.org/anthology/D19-1496.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, task-textpair, task-seq2seq 0 Revisiting the Evaluation of Theory of Mind through Question Answering Matthew Le, Y-Lan Boureau, Maximilian Nickel https://www.aclweb.org/anthology/D19-1598.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-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 # optim-adam, arch-rnn, arch-att, latent-topic, task-textpair 0 Neural Topic Model with Reinforcement Learning Lin Gui, Jia Leng, Gabriele Pergola, Yu Zhou, Ruifeng Xu, Yulan He https://www.aclweb.org/anthology/D19-1350.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 # optim-adam, arch-rnn, arch-cnn, arch-att, arch-memo, arch-copy, task-extractive, task-seq2seq 4 Neural Text Summarization: A Critical Evaluation Wojciech Kryscinski, Nitish Shirish Keskar, Bryan McCann, Caiming Xiong, Richard Socher https://www.aclweb.org/anthology/D19-1051.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 # optim-adam, optim-projection, init-glorot, reg-dropout, reg-labelsmooth, norm-layer, norm-gradient, arch-rnn, arch-att, arch-selfatt, arch-residual, arch-subword, arch-transformer, search-beam, pre-bert, task-lm, task-seq2seq 2 Improving Deep Transformer with Depth-Scaled Initialization and Merged Attention Biao Zhang, Ivan Titov, Rico Sennrich https://www.aclweb.org/anthology/D19-1083.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 # 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 # optim-adam, train-mll, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, search-beam, task-spanlab, task-lm, task-seq2seq, task-cloze 1 Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs Angela Fan, Claire Gardent, Chloé Braud, Antoine Bordes https://www.aclweb.org/anthology/D19-1428.pdf
2019 EMNLP # optim-adam, optim-projection, init-glorot, reg-dropout, arch-att, arch-selfatt, arch-memo, arch-coverage, arch-transformer, search-beam, pre-elmo, pre-bert, task-spanlab, task-seq2seq, task-relation, task-tree 1 A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning Minghao Hu, Yuxing Peng, Zhen Huang, Dongsheng Li https://www.aclweb.org/anthology/D19-1170.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-memo, loss-svd, task-seqlab, task-seq2seq, task-lexicon, task-alignment 0 Neural Cross-Lingual Event Detection with Minimal Parallel Resources Jian Liu, Yubo Chen, Kang Liu, Jun Zhao https://www.aclweb.org/anthology/D19-1068.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 # 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-adam, reg-dropout, norm-batch, train-mtl, arch-bilinear, loss-svd 14 TuckER: Tensor Factorization for Knowledge Graph Completion Ivana Balazevic, Carl Allen, Timothy Hospedales https://www.aclweb.org/anthology/D19-1522.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, train-transfer, arch-rnn, arch-gru, arch-att, task-lm, task-seq2seq 0 How to Build User Simulators to Train RL-based Dialog Systems Weiyan Shi, Kun Qian, Xuewei Wang, Zhou Yu https://www.aclweb.org/anthology/D19-1206.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, arch-att, arch-selfatt, arch-energy, pre-bert, task-spanlab 4 Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question Answering Zhiguo Wang, Patrick Ng, Xiaofei Ma, Ramesh Nallapati, Bing Xiang https://www.aclweb.org/anthology/D19-1599.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-adam, reg-dropout, reg-labelsmooth, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-subword, arch-transformer, search-beam, pre-elmo, pre-bert, latent-vae, task-seqlab, task-extractive, task-lm, task-seq2seq, task-cloze 6 Text Summarization with Pretrained Encoders Yang Liu, Mirella Lapata https://www.aclweb.org/anthology/D19-1387.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 # 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, reg-dropout, arch-rnn, arch-att, arch-copy, arch-coverage, task-seq2seq, task-tree 0 NL2pSQL: Generating Pseudo-SQL Queries from Under-Specified Natural Language Questions Fuxiang Chen, Seung-won Hwang, Jaegul Choo, Jung-Woo Ha, Sunghun Kim https://www.aclweb.org/anthology/D19-1262.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, arch-rnn, arch-gru, search-beam, latent-vae, latent-topic, task-lm, task-seq2seq 0 Dirichlet Latent Variable Hierarchical Recurrent Encoder-Decoder in Dialogue Generation Min Zeng, Yisen Wang, Yuan Luo https://www.aclweb.org/anthology/D19-1124.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, train-augment, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, task-lm, task-seq2seq, task-alignment 0 A Discriminative Neural Model for Cross-Lingual Word Alignment Elias Stengel-Eskin, Tzu-ray Su, Matt Post, Benjamin Van Durme https://www.aclweb.org/anthology/D19-1084.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-adam, arch-cnn, arch-coverage 0 Investigating Sports Commentator Bias within a Large Corpus of American Football Broadcasts Jack Merullo, Luke Yeh, Abram Handler, Alvin Grissom II, Brendan O’Connor, Mohit Iyyer https://www.aclweb.org/anthology/D19-1666.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-gru, arch-att, pre-glove, latent-vae, task-textpair, task-seq2seq 0 Modeling Event Background for If-Then Commonsense Reasoning Using Context-aware Variational Autoencoder Li Du, Xiao Ding, Ting Liu, Zhongyang Li https://www.aclweb.org/anthology/D19-1270.pdf
2019 EMNLP # optim-adam, init-glorot, arch-att, arch-bilinear, task-relation, task-tree 0 Dependency Parsing for Spoken Dialog Systems Sam Davidson, Dian Yu, Zhou Yu https://www.aclweb.org/anthology/D19-1162.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-gru, arch-cnn, arch-att, arch-selfatt 0 Neural News Recommendation with Multi-Head Self-Attention Chuhan Wu, Fangzhao Wu, Suyu Ge, Tao Qi, Yongfeng Huang, Xing Xie https://www.aclweb.org/anthology/D19-1671.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 # 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, train-mtl, arch-cnn, arch-att, comb-ensemble, pre-bert, struct-crf 0 Event Causality Recognition Exploiting Multiple Annotators’ Judgments and Background Knowledge Kazuma Kadowaki, Ryu Iida, Kentaro Torisawa, Jong-Hoon Oh, Julien Kloetzer https://www.aclweb.org/anthology/D19-1590.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, norm-layer, train-mll, train-parallel, arch-rnn, arch-att, arch-subword, arch-transformer, search-greedy, search-beam, pre-bert, task-lm, task-seq2seq, task-cloze 2 Mask-Predict: Parallel Decoding of Conditional Masked Language Models Marjan Ghazvininejad, Omer Levy, Yinhan Liu, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1633.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 # optim-adam, arch-att, arch-selfatt, arch-coverage, pre-bert, nondif-reinforce, latent-vae, task-spanlab, task-tree 2 A Discrete Hard EM Approach for Weakly Supervised Question Answering Sewon Min, Danqi Chen, Hannaneh Hajishirzi, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1284.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-coverage, arch-subword, pre-fasttext, loss-svd, task-textpair, task-lm, task-seq2seq, task-relation, task-lexicon, task-alignment 0 Do We Really Need Fully Unsupervised Cross-Lingual Embeddings? Ivan Vulić, Goran Glavaš, Roi Reichart, Anna Korhonen https://www.aclweb.org/anthology/D19-1449.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 # optim-adam, arch-att, arch-transformer, comb-ensemble, pre-bert, task-lm, task-condlm, task-cloze, task-tree 11 Fusion of Detected Objects in Text for Visual Question Answering Chris Alberti, Jeffrey Ling, Michael Collins, David Reitter https://www.aclweb.org/anthology/D19-1219.pdf
2019 EMNLP # optim-adam, arch-cnn, arch-att, arch-coverage, pre-glove, pre-bert, latent-topic, task-spanlab 1 Question Answering for Privacy Policies: Combining Computational and Legal Perspectives Abhilasha Ravichander, Alan W Black, Shomir Wilson, Thomas Norton, Norman Sadeh https://www.aclweb.org/anthology/D19-1500.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 # 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 # optim-adam, optim-projection, reg-dropout, train-transfer, train-augment, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-subword, comb-ensemble, search-beam, pre-bert, task-lm, task-seq2seq 0 Exploiting Monolingual Data at Scale for Neural Machine Translation Lijun Wu, Yiren Wang, Yingce Xia, Tao Qin, Jianhuang Lai, Tie-Yan Liu https://www.aclweb.org/anthology/D19-1430.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-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 # optim-adam, train-augment, arch-att, arch-selfatt, pre-bert, task-spanlab, task-lm 3 Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential Reasoning Pradeep Dasigi, Nelson F. Liu, Ana Marasović, Noah A. Smith, Matt Gardner https://www.aclweb.org/anthology/D19-1606.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-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 # 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 # optim-adam, init-glorot, arch-rnn, arch-att, arch-coverage, arch-subword, nondif-straightthrough, task-seq2seq 1 Measuring the perceptual availability of phonological features during language acquisition using unsupervised binary stochastic autoencoders Cory Shain, Micha Elsner https://www.aclweb.org/anthology/N19-1007.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 # optim-adam, optim-projection, arch-coverage, pre-glove, latent-topic 5 Analyzing Polarization in Social Media: Method and Application to Tweets on 21 Mass Shootings Dorottya Demszky, Nikhil Garg, Rob Voigt, James Zou, Jesse Shapiro, Matthew Gentzkow, Dan Jurafsky https://www.aclweb.org/anthology/N19-1304.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 # 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-sgd, optim-adam, train-mll, arch-att, arch-subword, pre-word2vec, task-condlm, task-seq2seq, task-lexicon 1 Cross-lingual Visual Verb Sense Disambiguation Spandana Gella, Desmond Elliott, Frank Keller https://www.aclweb.org/anthology/N19-1200.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 # optim-adam, optim-projection, reg-dropout, train-mtl, train-transfer, train-parallel, arch-rnn, arch-att, arch-coverage, arch-subword, arch-transformer, task-seq2seq, task-tree 0 Understanding and Improving Hidden Representations for Neural Machine Translation Guanlin Li, Lemao Liu, Xintong Li, Conghui Zhu, Tiejun Zhao, Shuming Shi https://www.aclweb.org/anthology/N19-1046.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-adam, train-active, arch-coverage, comb-ensemble, struct-hmm, struct-crf, task-textclass, task-seqlab 2 Active Learning for New Domains in Natural Language Understanding Stanislav Peshterliev, John Kearney, Abhyuday Jagannatha, Imre Kiss, Spyros Matsoukas https://www.aclweb.org/anthology/N19-2012.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-decay, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, search-beam, task-spanlab, task-seq2seq 0 Online Distilling from Checkpoints for Neural Machine Translation Hao-Ran Wei, Shujian Huang, Ran Wang, Xin-yu Dai, Jiajun Chen https://www.aclweb.org/anthology/N19-1192.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 # optim-adam, comb-ensemble, struct-crf 2 Learning Interpretable Negation Rules via Weak Supervision at Document Level: A Reinforcement Learning Approach Nicolas Pröllochs, Stefan Feuerriegel, Dirk Neumann https://www.aclweb.org/anthology/N19-1038.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-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 # 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 # 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-adam, arch-cnn, arch-att, arch-coverage, pre-elmo, pre-bert, task-textclass, task-spanlab, task-lm, task-cloze 19 BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis Hu Xu, Bing Liu, Lei Shu, Philip Yu https://www.aclweb.org/anthology/N19-1242.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, arch-att, arch-coverage, search-beam, task-seq2seq 0 Goal-Oriented End-to-End Conversational Models with Profile Features in a Real-World Setting Yichao Lu, Manisha Srivastava, Jared Kramer, Heba Elfardy, Andrea Kahn, Song Wang, Vikas Bhardwaj https://www.aclweb.org/anthology/N19-2007.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, optim-projection, pre-word2vec, pre-glove 46 Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them Hila Gonen, Yoav Goldberg https://www.aclweb.org/anthology/N19-1061.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, train-mtl, train-mll, arch-att, arch-subword, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-use, latent-vae, task-textclass, task-textpair, task-seq2seq 2 Correlation Coefficients and Semantic Textual Similarity Vitalii Zhelezniak, Aleksandar Savkov, April Shen, Nils Hammerla https://www.aclweb.org/anthology/N19-1100.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mll, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, latent-topic, task-textpair 2 Train One Get One Free: Partially Supervised Neural Network for Bug Report Duplicate Detection and Clustering Lahari Poddar, Leonardo Neves, William Brendel, Luis Marujo, Sergey Tulyakov, Pradeep Karuturi https://www.aclweb.org/anthology/N19-2020.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 # 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 # optim-adam, reg-dropout, pool-max, arch-rnn, arch-att, comb-ensemble, adv-examp, task-textclass, task-seq2seq 1 Mitigating Uncertainty in Document Classification Xuchao Zhang, Fanglan Chen, Chang-Tien Lu, Naren Ramakrishnan https://www.aclweb.org/anthology/N19-1316.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 # optim-adam, reg-dropout, reg-labelsmooth, norm-layer, train-transfer, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seq2seq 7 Non-Parametric Adaptation for Neural Machine Translation Ankur Bapna, Orhan Firat https://www.aclweb.org/anthology/N19-1191.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 # 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, reg-dropout, pool-max, arch-cnn, arch-att, adv-train, latent-vae, task-textclass 0 Exploiting Noisy Data in Distant Supervision Relation Classification Kaijia Yang, Liang He, Xin-yu Dai, Shujian Huang, Jiajun Chen https://www.aclweb.org/anthology/N19-1325.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-adam, optim-projection, init-glorot, loss-svd, task-textpair 0 Fact Discovery from Knowledge Base via Facet Decomposition Zihao Fu, Yankai Lin, Zhiyuan Liu, Wai Lam https://www.aclweb.org/anthology/N19-1297.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 # 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 # 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-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-adam, reg-dropout, train-active, pool-max, arch-rnn, arch-cnn, arch-att 0 Saliency Learning: Teaching the Model Where to Pay Attention Reza Ghaeini, Xiaoli Fern, Hamed Shahbazi, Prasad Tadepalli https://www.aclweb.org/anthology/N19-1404.pdf
2019 NAA-CL # optim-adam, optim-projection, pre-word2vec, task-seqlab 7 Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word Embeddings Thomas Manzini, Lim Yao Chong, Alan W Black, Yulia Tsvetkov https://www.aclweb.org/anthology/N19-1062.pdf
2019 NAA-CL # optim-adam, train-mtl, arch-coverage, struct-crf 4 Multi-Task Ordinal Regression for Jointly Predicting the Trustworthiness and the Leading Political Ideology of News Media Ramy Baly, Georgi Karadzhov, Abdelrhman Saleh, James Glass, Preslav Nakov https://www.aclweb.org/anthology/N19-1216.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, norm-batch, train-mtl, train-transfer, struct-cfg, adv-train, latent-topic, task-seq2seq 5 Detecting cognitive impairments by agreeing on interpretations of linguistic features Zining Zhu, Jekaterina Novikova, Frank Rudzicz https://www.aclweb.org/anthology/N19-1146.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, reg-labelsmooth, norm-layer, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-elmo, task-textclass, task-lm, task-seq2seq 10 Pre-trained language model representations for language generation Sergey Edunov, Alexei Baevski, Michael Auli https://www.aclweb.org/anthology/N19-1409.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, pool-max, arch-cnn, pre-glove 4 Analyzing the Perceived Severity of Cybersecurity Threats Reported on Social Media Shi Zong, Alan Ritter, Graham Mueller, Evan Wright https://www.aclweb.org/anthology/N19-1140.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 # optim-adam, reg-dropout, reg-norm, arch-rnn, arch-gru, arch-att, search-beam, loss-nce, task-textclass, task-seq2seq 3 Adapting RNN Sequence Prediction Model to Multi-label Set Prediction Kechen Qin, Cheng Li, Virgil Pavlu, Javed Aslam https://www.aclweb.org/anthology/N19-1321.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 # 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 # 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 # 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 # optim-adam, optim-projection, task-seqlab 0 On the Idiosyncrasies of the Mandarin Chinese Classifier System Shijia Liu, Hongyuan Mei, Adina Williams, Ryan Cotterell https://www.aclweb.org/anthology/N19-1415.pdf
2019 NAA-CL # optim-adam, train-augment, pre-glove, pre-elmo, pre-bert, task-lm 24 Gender Bias in Contextualized Word Embeddings Jieyu Zhao, Tianlu Wang, Mark Yatskar, Ryan Cotterell, Vicente Ordonez, Kai-Wei Chang https://www.aclweb.org/anthology/N19-1064.pdf
2019 NAA-CL # optim-adam, comb-ensemble 0 A Streamlined Method for Sourcing Discourse-level Argumentation Annotations from the Crowd Tristan Miller, Maria Sukhareva, Iryna Gurevych https://www.aclweb.org/anthology/N19-1177.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 # 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-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-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, arch-att, search-viterbi, task-tree, task-graph 3 The problem with probabilistic DAG automata for semantic graphs Ieva Vasiljeva, Sorcha Gilroy, Adam Lopez https://www.aclweb.org/anthology/N19-1096.pdf
2019 NAA-CL # optim-adam, optim-projection, train-mll, arch-subword, pre-fasttext, latent-vae, loss-svd, task-seq2seq, task-relation, task-lexicon, task-alignment 5 Density Matching for Bilingual Word Embedding Chunting Zhou, Xuezhe Ma, Di Wang, Graham Neubig https://www.aclweb.org/anthology/N19-1161.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 # 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 # 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-sgd, optim-adam, reg-dropout, reg-patience, arch-rnn, arch-birnn, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-subword, pre-word2vec, pre-glove, pre-skipthought, pre-elmo, struct-crf, adv-train, latent-vae, task-textclass, task-lm 6 Dialogue Act Classification with Context-Aware Self-Attention Vipul Raheja, Joel Tetreault https://www.aclweb.org/anthology/N19-1373.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 # 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-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-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-adam, reg-stopping, reg-patience, arch-rnn, arch-gru, arch-att, task-textclass, task-seq2seq, task-tree 4 Inferring Which Medical Treatments Work from Reports of Clinical Trials Eric Lehman, Jay DeYoung, Regina Barzilay, Byron C. Wallace https://www.aclweb.org/anthology/N19-1371.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 # optim-adam, comb-ensemble, pre-word2vec, latent-topic 1 Integration of Knowledge Graph Embedding Into Topic Modeling with Hierarchical Dirichlet Process Dingcheng Li, Siamak Zamani, Jingyuan Zhang, Ping Li https://www.aclweb.org/anthology/N19-1099.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, arch-gru, arch-bigru, arch-att, arch-memo, arch-copy, task-lm, task-seq2seq 0 Disentangling Language and Knowledge in Task-Oriented Dialogs Dinesh Raghu, Nikhil Gupta, Mausam https://www.aclweb.org/anthology/N19-1126.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 # 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 # 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 # optim-adam, init-glorot, arch-att, arch-bilinear 3 Graph Pattern Entity Ranking Model for Knowledge Graph Completion Takuma Ebisu, Ryutaro Ichise https://www.aclweb.org/anthology/N19-1104.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, arch-rnn, arch-att, arch-selfatt, arch-subword, pre-fasttext 5 Attentive Mimicking: Better Word Embeddings by Attending to Informative Contexts Timo Schick, Hinrich Schütze https://www.aclweb.org/anthology/N19-1048.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 # optim-adam, reg-dropout, reg-labelsmooth, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-residual, arch-coverage, arch-subword, arch-transformer, task-seq2seq 9 Selective Attention for Context-aware Neural Machine Translation Sameen Maruf, André F. T. Martins, Gholamreza Haffari https://www.aclweb.org/anthology/N19-1313.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, task-lm, task-condlm, task-seq2seq 10 Probing the Need for Visual Context in Multimodal Machine Translation Ozan Caglayan, Pranava Madhyastha, Lucia Specia, Loïc Barrault https://www.aclweb.org/anthology/N19-1422.pdf
2019 NAA-CL # optim-adam, arch-memo, task-tree 4 ComQA: A Community-sourced Dataset for Complex Factoid Question Answering with Paraphrase Clusters Abdalghani Abujabal, Rishiraj Saha Roy, Mohamed Yahya, Gerhard Weikum https://www.aclweb.org/anthology/N19-1027.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 # optim-adam, init-glorot, reg-labelsmooth, norm-layer, pool-max, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-fasttext, latent-vae, task-extractive, task-seq2seq 9 Abstractive Summarization of Reddit Posts with Multi-level Memory Networks Byeongchang Kim, Hyunwoo Kim, Gunhee Kim https://www.aclweb.org/anthology/N19-1260.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 # 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, arch-rnn, arch-att, latent-topic, loss-nce, task-extractive, task-seq2seq 0 News Article Teaser Tweets and How to Generate Them Sanjeev Kumar Karn, Mark Buckley, Ulli Waltinger, Hinrich Schütze https://www.aclweb.org/anthology/N19-1398.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 # optim-adam, arch-att, task-lm 3 Short-Term Meaning Shift: A Distributional Exploration Marco Del Tredici, Raquel Fernández, Gemma Boleda https://www.aclweb.org/anthology/N19-1210.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-adam, optim-projection, init-glorot, reg-dropout, reg-labelsmooth, norm-batch, arch-cnn, arch-att, arch-bilinear, task-textpair 2 Adaptive Convolution for Multi-Relational Learning Xiaotian Jiang, Quan Wang, Bin Wang https://www.aclweb.org/anthology/N19-1103.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 # 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