Year	Conf.	Topic	Cited	Paper	Authors	Url
2019	ACL	# optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-seqlab	5	Neural Architectures for Nested NER through Linearization	Jana Straková, Milan Straka, Jan Hajic	https://www.aclweb.org/anthology/P19-1527.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-subword, search-viterbi, task-textclass, task-seqlab, task-lm, task-seq2seq	0	Stochastic Tokenization with a Language Model for Neural Text Classification	Tatsuya Hiraoka, Hiroyuki Shindo, Yuji Matsumoto	https://www.aclweb.org/anthology/P19-1158.pdf
2019	ACL	# optim-adam, 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	# arch-lstm, arch-bilstm, arch-att, arch-memo, search-greedy, pre-glove, struct-crf, task-textclass, task-seqlab, task-seq2seq	0	Distantly Supervised Named Entity Recognition using Positive-Unlabeled Learning	Minlong Peng, Xiaoyu Xing, Qi Zhang, Jinlan Fu, Xuanjing Huang	https://www.aclweb.org/anthology/P19-1231.pdf
2019	ACL	# arch-lstm, arch-gnn, arch-cnn, arch-att, arch-bilinear, pre-glove, latent-vae, loss-nce, task-seqlab, task-condlm, task-seq2seq, task-relation	1	Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization	Paul Pu Liang, Zhun Liu, Yao-Hung Hubert Tsai, Qibin Zhao, Ruslan Salakhutdinov, Louis-Philippe Morency	https://www.aclweb.org/anthology/P19-1152.pdf
2019	ACL	# train-transfer, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-elmo, pre-bert, task-textclass, task-seqlab, task-lm, task-seq2seq	0	An Investigation of Transfer Learning-Based Sentiment Analysis in Japanese	Enkhbold Bataa, Joshua Wu	https://www.aclweb.org/anthology/P19-1458.pdf
2019	ACL	# optim-sgd, reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-att, arch-bilinear, comb-ensemble, struct-crf, struct-cfg, task-seqlab, task-relation	2	Sequence Labeling Parsing by Learning across Representations	Michalina Strzyz, David Vilares, Carlos Gómez-Rodríguez	https://www.aclweb.org/anthology/P19-1531.pdf
2019	ACL	# optim-adam, 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-projection, train-mtl, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-coverage, pre-glove, struct-hmm, struct-crf, task-textclass, task-seqlab	0	A Joint Named-Entity Recognizer for Heterogeneous Tag-sets Using a Tag Hierarchy	Genady Beryozkin, Yoel Drori, Oren Gilon, Tzvika Hartman, Idan Szpektor	https://www.aclweb.org/anthology/P19-1014.pdf
2019	ACL	# train-mll, train-parallel, arch-rnn, arch-att, arch-subword, pre-fasttext, task-seqlab, task-seq2seq, task-lexicon, task-alignment	1	Unsupervised Parallel Sentence Extraction with Parallel Segment Detection Helps Machine Translation	Viktor Hangya, Alexander Fraser	https://www.aclweb.org/anthology/P19-1118.pdf
2019	ACL	# optim-projection, reg-stopping, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, arch-subword, comb-ensemble, pre-fasttext, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon	3	Massively Multilingual Transfer for NER	Afshin Rahimi, Yuan Li, Trevor Cohn	https://www.aclweb.org/anthology/P19-1015.pdf
2019	ACL	# optim-sgd, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-textpair, task-seqlab, task-seq2seq	0	End-to-End Sequential Metaphor Identification Inspired by Linguistic Theories	Rui Mao, Chenghua Lin, Frank Guerin	https://www.aclweb.org/anthology/P19-1378.pdf
2019	ACL	# arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, pre-elmo, task-seqlab, task-lm, task-tree	2	End-to-end Deep Reinforcement Learning Based Coreference Resolution	Hongliang Fei, Xu Li, Dingcheng Li, Ping Li	https://www.aclweb.org/anthology/P19-1064.pdf
2019	ACL	# optim-sgd, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, comb-ensemble, pre-skipthought, pre-bert, task-seqlab	0	Tree LSTMs with Convolution Units to Predict Stance and Rumor Veracity in Social Media Conversations	Sumeet Kumar, Kathleen Carley	https://www.aclweb.org/anthology/P19-1498.pdf
2019	ACL	# optim-adam, 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	# train-mll, struct-crf, latent-vae, task-seqlab, task-tree	3	Quantity Tagger: A Latent-Variable Sequence Labeling Approach to Solving Addition-Subtraction Word Problems	Yanyan Zou, Wei Lu	https://www.aclweb.org/anthology/P19-1517.pdf
2019	ACL	# arch-cnn, pre-word2vec, struct-crf, task-seqlab, task-relation	1	Decompositional Argument Mining: A General Purpose Approach for Argument Graph Construction	Debela Gemechu, Chris Reed	https://www.aclweb.org/anthology/P19-1049.pdf
2019	ACL	# train-mll, arch-rnn, arch-att, arch-subword, arch-transformer, search-beam, task-seqlab, task-seq2seq	5	Zero-Shot Cross-Lingual Abstractive Sentence Summarization through Teaching Generation and Attention	Xiangyu Duan, Mingming Yin, Min Zhang, Boxing Chen, Weihua Luo	https://www.aclweb.org/anthology/P19-1305.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, 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, 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	# arch-lstm, struct-crf, task-seqlab, task-seq2seq	0	Bayes Test of Precision, Recall, and F1 Measure for Comparison of Two Natural Language Processing Models	Ruibo Wang, Jihong Li	https://www.aclweb.org/anthology/P19-1405.pdf
2019	ACL	# 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-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-projection, arch-lstm, arch-att, arch-selfatt, struct-crf, task-seqlab, task-relation	3	Crowdsourcing and Aggregating Nested Markable Annotations	Chris Madge, Juntao Yu, Jon Chamberlain, Udo Kruschwitz, Silviu Paun, Massimo Poesio	https://www.aclweb.org/anthology/P19-1077.pdf
2019	ACL	# optim-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	# reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, arch-subword, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq	10	Is Word Segmentation Necessary for Deep Learning of Chinese Representations?	Xiaoya Li, Yuxian Meng, Xiaofei Sun, Qinghong Han, Arianna Yuan, Jiwei Li	https://www.aclweb.org/anthology/P19-1314.pdf
2019	ACL	# 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, 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-sgd, optim-adam, optim-projection, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-subword, pre-word2vec, pre-fasttext, pre-bert, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, meta-init	1	Few-Shot Representation Learning for Out-Of-Vocabulary Words	Ziniu Hu, Ting Chen, Kai-Wei Chang, Yizhou Sun	https://www.aclweb.org/anthology/P19-1402.pdf
2019	ACL	# reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-subword, comb-ensemble, pre-fasttext, pre-glove, struct-crf, adv-train, task-seqlab	1	Adversarial Learning of Privacy-Preserving Text Representations for De-Identification of Medical Records	Max Friedrich, Arne Köhn, Gregor Wiedemann, Chris Biemann	https://www.aclweb.org/anthology/P19-1584.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, comb-ensemble, pre-elmo, pre-bert, task-seqlab, task-spanlab, task-seq2seq	0	MCˆ2: Multi-perspective Convolutional Cube for Conversational Machine Reading Comprehension	Xuanyu Zhang	https://www.aclweb.org/anthology/P19-1622.pdf
2019	ACL	# optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-att, task-textclass, task-seqlab	0	You Write like You Eat: Stylistic Variation as a Predictor of Social Stratification	Angelo Basile, Albert Gatt, Malvina Nissim	https://www.aclweb.org/anthology/P19-1246.pdf
2019	ACL	# 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, 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	# reg-dropout, train-transfer, train-active, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, task-textclass, task-seqlab	1	The Language of Legal and Illegal Activity on the Darknet	Leshem Choshen, Dan Eldad, Daniel Hershcovich, Elior Sulem, Omri Abend	https://www.aclweb.org/anthology/P19-1419.pdf
2019	ACL	# 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, 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, 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-sgd, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, search-beam, task-seqlab, task-lm, task-condlm, task-seq2seq, task-relation	0	Generating Responses with a Specific Emotion in Dialog	Zhenqiao Song, Xiaoqing Zheng, Lu Liu, Mu Xu, Xuanjing Huang	https://www.aclweb.org/anthology/P19-1359.pdf
2019	ACL	# optim-adam, 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	# reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, adv-train, task-seqlab	0	Exploiting Entity BIO Tag Embeddings and Multi-task Learning for Relation Extraction with Imbalanced Data	Wei Ye, Bo Li, Rui Xie, Zhonghao Sheng, Long Chen, Shikun Zhang	https://www.aclweb.org/anthology/P19-1130.pdf
2019	ACL	# optim-adam, init-glorot, reg-dropout, norm-gradient, train-mtl, train-mll, pool-max, pool-mean, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, search-beam, search-viterbi, pre-glove, pre-bert, struct-crf, task-seqlab, task-lm	3	GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence Labeling	Yijin Liu, Fandong Meng, Jinchao Zhang, Jinan Xu, Yufeng Chen, Jie Zhou	https://www.aclweb.org/anthology/P19-1233.pdf
2019	ACL	# reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, pre-word2vec, task-textclass, task-seqlab, task-seq2seq	0	Rumor Detection by Exploiting User Credibility Information, Attention and Multi-task Learning	Quanzhi Li, Qiong Zhang, Luo Si	https://www.aclweb.org/anthology/P19-1113.pdf
2019	ACL	# reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-transformer, comb-ensemble, pre-word2vec, task-seqlab, task-lm, task-seq2seq, task-relation	4	Open Vocabulary Learning for Neural Chinese Pinyin IME	Zhuosheng Zhang, Yafang Huang, Hai Zhao	https://www.aclweb.org/anthology/P19-1154.pdf
2019	ACL	# optim-adam, 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, optim-projection, train-mll, arch-lstm, arch-att, arch-coverage, search-beam, pre-word2vec, pre-bert, nondif-reinforce, latent-vae, task-seqlab, task-condlm, task-seq2seq, task-relation, task-tree, task-graph	0	Rewarding Smatch: Transition-Based AMR Parsing with Reinforcement Learning	Tahira Naseem, Abhishek Shah, Hui Wan, Radu Florian, Salim Roukos, Miguel Ballesteros	https://www.aclweb.org/anthology/P19-1451.pdf
2019	ACL	# reg-labelsmooth, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, search-beam, pre-word2vec, task-seqlab, task-seq2seq, task-relation	0	Poetry to Prose Conversion in Sanskrit as a Linearisation Task: A Case for Low-Resource Languages	Amrith Krishna, Vishnu Sharma, Bishal Santra, Aishik Chakraborty, Pavankumar Satuluri, Pawan Goyal	https://www.aclweb.org/anthology/P19-1111.pdf
2019	ACL	# 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	# arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, struct-crf, task-seqlab, task-seq2seq	1	A Neural Multi-digraph Model for Chinese NER with Gazetteers	Ruixue Ding, Pengjun Xie, Xiaoyan Zhang, Wei Lu, Linlin Li, Luo Si	https://www.aclweb.org/anthology/P19-1141.pdf
2019	ACL	# optim-sgd, reg-norm, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, search-viterbi, pre-glove, pre-elmo, struct-crf, adv-train, task-seqlab, task-lm, task-seq2seq	0	Cross-Domain NER using Cross-Domain Language Modeling	Chen Jia, Xiaobo Liang, Yue Zhang	https://www.aclweb.org/anthology/P19-1236.pdf
2019	ACL	# optim-adam, 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, 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, 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, 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	# reg-stopping, arch-rnn, arch-lstm, arch-bilstm, arch-coverage, search-viterbi, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab	1	Towards Improving Neural Named Entity Recognition with Gazetteers	Tianyu Liu, Jin-Ge Yao, Chin-Yew Lin	https://www.aclweb.org/anthology/P19-1524.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, train-mll, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-textclass, task-textpair, task-seqlab	2	Robust Representation Learning of Biomedical Names	Minh C. Phan, Aixin Sun, Yi Tay	https://www.aclweb.org/anthology/P19-1317.pdf
2019	ACL	# optim-adam, reg-dropout, reg-patience, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-gating, pre-glove, struct-crf, adv-train, loss-nce, task-textclass, task-seqlab, task-lm	0	Multi-Task Networks with Universe, Group, and Task Feature Learning	Shiva Pentyala, Mengwen Liu, Markus Dreyer	https://www.aclweb.org/anthology/P19-1079.pdf
2019	ACL	# optim-adam, reg-dropout, 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, 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-adadelta, arch-lstm, arch-bilstm, arch-cnn, arch-transformer, pre-glove, struct-crf, task-seqlab	4	Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks	Hongyu Lin, Yaojie Lu, Xianpei Han, Le Sun	https://www.aclweb.org/anthology/P19-1511.pdf
2019	ACL	# optim-adam, 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, 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	# train-mll, task-seqlab, task-graph	0	Is Word Segmentation Child’s Play in All Languages?	Georgia R. Loukatou, Steven Moran, Damian Blasi, Sabine Stoll, Alejandrina Cristia	https://www.aclweb.org/anthology/P19-1383.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-adagrad, reg-decay, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, adv-train, task-textpair, task-seqlab	5	OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs	Seungwhan Moon, Pararth Shah, Anuj Kumar, Rajen Subba	https://www.aclweb.org/anthology/P19-1081.pdf
2019	ACL	# optim-adam, 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, init-glorot, reg-dropout, reg-stopping, norm-layer, pool-max, arch-rnn, arch-lstm, arch-att, comb-ensemble, search-viterbi, struct-crf, struct-cfg, latent-vae, task-seqlab, task-lm, task-graph	4	Compound Probabilistic Context-Free Grammars for Grammar Induction	Yoon Kim, Chris Dyer, Alexander Rush	https://www.aclweb.org/anthology/P19-1228.pdf
2019	ACL	# init-glorot, reg-stopping, train-mtl, arch-lstm, arch-memo, search-beam, pre-glove, latent-vae, task-seqlab, task-seq2seq, task-tree	2	Controllable Paraphrase Generation with a Syntactic Exemplar	Mingda Chen, Qingming Tang, Sam Wiseman, Kevin Gimpel	https://www.aclweb.org/anthology/P19-1599.pdf
2019	ACL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, search-beam, adv-train, latent-topic, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree	2	Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding	Junyi Li, Wayne Xin Zhao, Ji-Rong Wen, Yang Song	https://www.aclweb.org/anthology/P19-1190.pdf
2019	ACL	# optim-adam, reg-dropout, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-fasttext, pre-glove, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation, task-alignment	1	Exploring Sequence-to-Sequence Learning in Aspect Term Extraction	Dehong Ma, Sujian Li, Fangzhao Wu, Xing Xie, Houfeng Wang	https://www.aclweb.org/anthology/P19-1344.pdf
2019	ACL	# optim-adam, reg-dropout, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, task-seqlab	0	Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge	Ziran Li, Ning Ding, Zhiyuan Liu, Haitao Zheng, Ying Shen	https://www.aclweb.org/anthology/P19-1430.pdf
2019	ACL	# optim-adam, 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, 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-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-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	# reg-dropout, reg-stopping, arch-att, pre-word2vec, pre-glove, latent-vae, task-seqlab	1	Boosting Entity Linking Performance by Leveraging Unlabeled Documents	Phong Le, Ivan Titov	https://www.aclweb.org/anthology/P19-1187.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, 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, 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	# init-glorot, arch-lstm, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-glove, pre-elmo, task-textclass, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-relation	5	Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks	Shikhar Vashishth, Manik Bhandari, Prateek Yadav, Piyush Rai, Chiranjib Bhattacharyya, Partha Talukdar	https://www.aclweb.org/anthology/P19-1320.pdf
2019	ACL	# optim-adam, 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	# arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-elmo, loss-nce, task-seqlab	0	Implicit Discourse Relation Identification for Open-domain Dialogues	Mingyu Derek Ma, Kevin Bowden, Jiaqi Wu, Wen Cui, Marilyn Walker	https://www.aclweb.org/anthology/P19-1065.pdf
2019	ACL	# reg-dropout, reg-stopping, train-transfer, arch-lstm, arch-bilstm, arch-att, pre-word2vec, pre-bert, struct-crf, latent-topic, task-seqlab, task-relation	2	Neural Aspect and Opinion Term Extraction with Mined Rules as Weak Supervision	Hongliang Dai, Yangqiu Song	https://www.aclweb.org/anthology/P19-1520.pdf
2019	ACL	# optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, struct-crf, adv-train, task-seqlab, task-lm	2	Adversarial Multitask Learning for Joint Multi-Feature and Multi-Dialect Morphological Modeling	Nasser Zalmout, Nizar Habash	https://www.aclweb.org/anthology/P19-1173.pdf
2019	ACL	# optim-projection, train-mll, arch-rnn, arch-lstm, arch-att, arch-subword, task-seqlab, task-lm, task-seq2seq, task-relation	1	What Kind of Language Is Hard to Language-Model?	Sebastian J. Mielke, Ryan Cotterell, Kyle Gorman, Brian Roark, Jason Eisner	https://www.aclweb.org/anthology/P19-1491.pdf
2019	ACL	# optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-copy, arch-coverage, task-seqlab, task-lm	6	Barack’s Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling	Robert Logan, Nelson F. Liu, Matthew E. Peters, Matt Gardner, Sameer Singh	https://www.aclweb.org/anthology/P19-1598.pdf
2019	ACL	# optim-sgd, optim-adam, optim-projection, reg-dropout, norm-gradient, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, pre-word2vec, struct-crf, adv-examp, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq	5	Dual Adversarial Neural Transfer for Low-Resource Named Entity Recognition	Joey Tianyi Zhou, Hao Zhang, Di Jin, Hongyuan Zhu, Meng Fang, Rick Siow Mong Goh, Kenneth Kwok	https://www.aclweb.org/anthology/P19-1336.pdf
2019	ACL	# optim-adam, 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	# train-mll, pre-glove, task-seqlab, task-seq2seq	1	Collocation Classification with Unsupervised Relation Vectors	Luis Espinosa Anke, Steven Schockaert, Leo Wanner	https://www.aclweb.org/anthology/P19-1576.pdf
2019	ACL	# train-mll, train-transfer, train-augment, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-fasttext, loss-svd, task-seqlab, task-lm, task-seq2seq, task-lexicon	1	Generalized Data Augmentation for Low-Resource Translation	Mengzhou Xia, Xiang Kong, Antonios Anastasopoulos, Graham Neubig	https://www.aclweb.org/anthology/P19-1579.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	# train-transfer, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, task-seqlab, task-lm, task-seq2seq	5	Strategies for Structuring Story Generation	Angela Fan, Mike Lewis, Yann Dauphin	https://www.aclweb.org/anthology/P19-1254.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	# train-transfer, arch-cnn, pre-glove, task-textclass, task-seqlab	8	Celebrity Profiling	Matti Wiegmann, Benno Stein, Martin Potthast	https://www.aclweb.org/anthology/P19-1249.pdf
2019	ACL	# arch-lstm, arch-bilstm, arch-att, arch-selfatt, struct-crf, nondif-reinforce, task-seqlab, task-condlm	0	A Prism Module for Semantic Disentanglement in Name Entity Recognition	Kun Liu, Shen Li, Daqi Zheng, Zhengdong Lu, Sheng Gao, Si Li	https://www.aclweb.org/anthology/P19-1532.pdf
2019	ACL	# optim-adam, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-elmo, pre-bert, task-seqlab, task-lm, task-seq2seq, task-relation, meta-arch	76	Energy and Policy Considerations for Deep Learning in NLP	Emma Strubell, Ananya Ganesh, Andrew McCallum	https://www.aclweb.org/anthology/P19-1355.pdf
2019	ACL	# optim-sgd, optim-adam, 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-sgd, optim-adam, optim-projection, reg-dropout, train-mll, train-transfer, arch-lstm, arch-subword, pre-word2vec, pre-elmo, adv-train, loss-svd, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon, task-alignment	1	Unsupervised Multilingual Word Embedding with Limited Resources using Neural Language Models	Takashi Wada, Tomoharu Iwata, Yuji Matsumoto	https://www.aclweb.org/anthology/P19-1300.pdf
2019	ACL	# optim-projection, train-mll, train-transfer, train-augment, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-subword, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation	4	Choosing Transfer Languages for Cross-Lingual Learning	Yu-Hsiang Lin, Chian-Yu Chen, Jean Lee, Zirui Li, Yuyan Zhang, Mengzhou Xia, Shruti Rijhwani, Junxian He, Zhisong Zhang, Xuezhe Ma, Antonios Anastasopoulos, Patrick Littell, Graham Neubig	https://www.aclweb.org/anthology/P19-1301.pdf
2019	ACL	# optim-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	# train-augment, train-parallel, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-transformer, pre-glove, pre-bert, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-relation	0	Self-Attention Architectures for Answer-Agnostic Neural Question Generation	Thomas Scialom, Benjamin Piwowarski, Jacopo Staiano	https://www.aclweb.org/anthology/P19-1604.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	EMNLP	# reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq	0	ner and pos when nothing is capitalized	Stephen Mayhew, Tatiana Tsygankova, Dan Roth	https://www.aclweb.org/anthology/D19-1650.pdf
2019	EMNLP	# optim-adam, 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, 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-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	# activ-relu, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, comb-ensemble, pre-elmo, pre-bert, struct-crf, task-seqlab, task-relation, task-tree	1	Dependency-Guided LSTM-CRF for Named Entity Recognition	Zhanming Jie, Wei Lu	https://www.aclweb.org/anthology/D19-1399.pdf
2019	EMNLP	# pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-skipthought, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-cloze	0	UER: An Open-Source Toolkit for Pre-training Models	Zhe Zhao, Hui Chen, Jinbin Zhang, Xin Zhao, Tao Liu, Wei Lu, Xi Chen, Haotang Deng, Qi Ju, Xiaoyong Du	https://www.aclweb.org/anthology/D19-3041.pdf
2019	EMNLP	# 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	# arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq	0	Weakly Supervised Attention Networks for Entity Recognition	Barun Patra, Joel Ruben Antony Moniz	https://www.aclweb.org/anthology/D19-1652.pdf
2019	EMNLP	# optim-projection, train-transfer, arch-rnn, arch-lstm, pre-elmo, pre-bert, adv-train, task-textclass, task-seqlab, task-lm, task-cloze	4	Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence Labeling	Xiaochuang Han, Jacob Eisenstein	https://www.aclweb.org/anthology/D19-1433.pdf
2019	EMNLP	# reg-dropout, train-active, arch-lstm, arch-cnn, comb-ensemble, search-viterbi, struct-crf, latent-vae, task-seqlab	1	A Bayesian Approach for Sequence Tagging with Crowds	Edwin D. Simpson, Iryna Gurevych	https://www.aclweb.org/anthology/D19-1101.pdf
2019	EMNLP	# optim-projection, train-mll, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-subword, struct-crf, task-seqlab, task-seq2seq, task-lexicon, task-alignment	0	Entity Projection via Machine Translation for Cross-Lingual NER	Alankar Jain, Bhargavi Paranjape, Zachary C. Lipton	https://www.aclweb.org/anthology/D19-1100.pdf
2019	EMNLP	# train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-subword, pre-fasttext, struct-crf, adv-train, latent-vae, task-seqlab, task-seq2seq, task-lexicon	1	Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables	Zihan Liu, Jamin Shin, Yan Xu, Genta Indra Winata, Peng Xu, Andrea Madotto, Pascale Fung	https://www.aclweb.org/anthology/D19-1129.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-bilinear, search-viterbi, pre-glove, pre-elmo, struct-crf, task-seqlab, task-condlm	0	Phrase Grounding by Soft-Label Chain Conditional Random Field	Jiacheng Liu, Julia Hockenmaier	https://www.aclweb.org/anthology/D19-1515.pdf
2019	EMNLP	# optim-adam, init-glorot, train-mtl, train-mll, train-active, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-transformer, search-viterbi, pre-glove, struct-crf, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation	0	Hierarchically-Refined Label Attention Network for Sequence Labeling	Leyang Cui, Yue Zhang	https://www.aclweb.org/anthology/D19-1422.pdf
2019	EMNLP	# 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	# reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, arch-coverage, comb-ensemble, search-beam, pre-word2vec, task-seqlab, task-lm, task-relation, task-graph	0	Supervising Unsupervised Open Information Extraction Models	Arpita Roy, Youngja Park, Taesung Lee, Shimei Pan	https://www.aclweb.org/anthology/D19-1067.pdf
2019	EMNLP	# optim-adam, reg-dropout, reg-decay, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-bert, task-textclass, task-seqlab, task-lm, task-seq2seq	0	Subword Language Model for Query Auto-Completion	Gyuwan Kim	https://www.aclweb.org/anthology/D19-1507.pdf
2019	EMNLP	# train-mtl, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-word2vec, struct-crf, task-seqlab, task-lm, task-seq2seq	0	Multi-Task Learning for Chemical Named Entity Recognition with Chemical Compound Paraphrasing	Taiki Watanabe, Akihiro Tamura, Takashi Ninomiya, Takuya Makino, Tomoya Iwakura	https://www.aclweb.org/anthology/D19-1648.pdf
2019	EMNLP	# arch-lstm, arch-gru, arch-transformer, task-seqlab, task-condlm, task-seq2seq	2	Neural data-to-text generation: A comparison between pipeline and end-to-end architectures	Thiago Castro Ferreira, Chris van der Lee, Emiel van Miltenburg, Emiel Krahmer	https://www.aclweb.org/anthology/D19-1052.pdf
2019	EMNLP	# 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, 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, 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, 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, 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	# arch-lstm, arch-bilstm, arch-cnn, struct-crf, task-seqlab	0	Towards Extracting Medical Family History from Natural Language Interactions: A New Dataset and Baselines	Mahmoud Azab, Stephane Dadian, Vivi Nastase, Larry An, Rada Mihalcea	https://www.aclweb.org/anthology/D19-1122.pdf
2019	EMNLP	# 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-projection, train-mll, arch-lstm, arch-bilstm, pre-fasttext, task-seqlab, task-seq2seq	1	Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy Labels	Lukas Lange, Michael A. Hedderich, Dietrich Klakow	https://www.aclweb.org/anthology/D19-1362.pdf
2019	EMNLP	# optim-sgd, 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, 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	# arch-lstm, arch-bilstm, arch-att, pre-bert, struct-crf, task-seqlab, task-seq2seq	0	Gazetteer-Enhanced Attentive Neural Networks for Named Entity Recognition	Hongyu Lin, Yaojie Lu, Xianpei Han, Le Sun, Bin Dong, Shanshan Jiang	https://www.aclweb.org/anthology/D19-1646.pdf
2019	EMNLP	# arch-rnn, arch-lstm, arch-cnn, arch-att, comb-ensemble, pre-bert, task-textpair, task-seqlab, task-lm	0	IFlyLegal: A Chinese Legal System for Consultation, Law Searching, and Document Analysis	Ziyue Wang, Baoxin Wang, Xingyi Duan, Dayong Wu, Shijin Wang, Guoping Hu, Ting Liu	https://www.aclweb.org/anthology/D19-3017.pdf
2019	EMNLP	# arch-rnn, arch-coverage, task-seqlab, task-tree	0	Entity resolution for noisy ASR transcripts	Arushi Raghuvanshi, Vijay Ramakrishnan, Varsha Embar, Lucien Carroll, Karthik Raghunathan	https://www.aclweb.org/anthology/D19-3011.pdf
2019	EMNLP	# reg-stopping, train-mtl, train-active, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-viterbi, pre-glove, pre-elmo, pre-bert, struct-hmm, struct-crf, task-seqlab, task-lm, task-seq2seq	0	Similarity Based Auxiliary Classifier for Named Entity Recognition	Shiyuan Xiao, Yuanxin Ouyang, Wenge Rong, Jianxin Yang, Zhang Xiong	https://www.aclweb.org/anthology/D19-1105.pdf
2019	EMNLP	# arch-rnn, arch-att, task-seqlab, task-seq2seq, task-alignment	0	Revisit Automatic Error Detection for Wrong and Missing Translation – A Supervised Approach	Wenqiang Lei, Weiwen Xu, Ai Ti Aw, Yuanxin Xiang, Tat Seng Chua	https://www.aclweb.org/anthology/D19-1087.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-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-projection, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-att, comb-ensemble, struct-crf, task-textclass, task-seqlab, task-seq2seq	0	Fine-grained Knowledge Fusion for Sequence Labeling Domain Adaptation	Huiyun Yang, Shujian Huang, Xin-Yu Dai, Jiajun Chen	https://www.aclweb.org/anthology/D19-1429.pdf
2019	EMNLP	# 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, 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, 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-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	# reg-dropout, train-mll, arch-att, arch-coverage, arch-subword, arch-transformer, search-beam, loss-nce, task-seqlab, task-lm, task-seq2seq	0	Investigating the Effectiveness of BPE: The Power of Shorter Sequences	Matthias Gallé	https://www.aclweb.org/anthology/D19-1141.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, 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, 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, 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-stopping, reg-patience, arch-lstm, arch-att, arch-bilinear, arch-subword, pre-word2vec, pre-fasttext, pre-glove, task-textpair, task-seqlab, task-lm, task-relation, task-tree	0	LINSPECTOR WEB: A Multilingual Probing Suite for Word Representations	Max Eichler, Gözde Gül Şahin, Iryna Gurevych	https://www.aclweb.org/anthology/D19-3022.pdf
2019	EMNLP	# train-active, arch-lstm, arch-bilstm, arch-cnn, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm	1	CrossWeigh: Training Named Entity Tagger from Imperfect Annotations	Zihan Wang, Jingbo Shang, Liyuan Liu, Lihao Lu, Jiacheng Liu, Jiawei Han	https://www.aclweb.org/anthology/D19-1519.pdf
2019	EMNLP	# optim-adam, optim-projection, reg-dropout, reg-stopping, train-mll, train-transfer, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, struct-crf, adv-train, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon	0	Low-Resource Sequence Labeling via Unsupervised Multilingual Contextualized Representations	Zuyi Bao, Rui Huang, Chen Li, Kenny Zhu	https://www.aclweb.org/anthology/D19-1095.pdf
2019	EMNLP	# optim-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, 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, train-parallel, arch-lstm, arch-att, pre-glove, pre-bert, loss-nce, task-textclass, task-seqlab, task-seq2seq	0	(Male, Bachelor) and (Female, Ph.D) have different connotations: Parallelly Annotated Stylistic Language Dataset with Multiple Personas	Dongyeop Kang, Varun Gangal, Eduard Hovy	https://www.aclweb.org/anthology/D19-1179.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mll, arch-lstm, arch-att, pre-glove, task-seqlab, task-seq2seq, task-relation, task-tree	0	A Pilot Study for Chinese SQL Semantic Parsing	Qingkai Min, Yuefeng Shi, Yue Zhang	https://www.aclweb.org/anthology/D19-1377.pdf
2019	EMNLP	# optim-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	# arch-cnn, arch-att, arch-memo, arch-subword, pre-bert, adv-train, task-seqlab	1	OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction	Xu Han, Tianyu Gao, Yuan Yao, Deming Ye, Zhiyuan Liu, Maosong Sun	https://www.aclweb.org/anthology/D19-3029.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	# arch-cnn, arch-coverage, task-seqlab, task-relation, task-tree	0	What’s Wrong with Hebrew NLP? And How to Make it Right	Reut Tsarfaty, Shoval Sadde, Stav Klein, Amit Seker	https://www.aclweb.org/anthology/D19-3044.pdf
2019	EMNLP	# arch-lstm, arch-bilstm, arch-att, pre-glove, pre-bert, struct-hmm, struct-crf, task-textclass, task-seqlab, task-lm	1	Multi-Input Multi-Output Sequence Labeling for Joint Extraction of Fact and Condition Tuples from Scientific Text	Tianwen Jiang, Tong Zhao, Bing Qin, Ting Liu, Nitesh Chawla, Meng Jiang	https://www.aclweb.org/anthology/D19-1029.pdf
2019	EMNLP	# optim-adam, 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, 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-sgd, optim-projection, reg-dropout, norm-gradient, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-subword, struct-crf, task-seqlab, task-lexicon	0	What Matters for Neural Cross-Lingual Named Entity Recognition: An Empirical Analysis	Xiaolei Huang, Jonathan May, Nanyun Peng	https://www.aclweb.org/anthology/D19-1672.pdf
2019	EMNLP	# optim-adam, 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	# norm-gradient, arch-rnn, arch-lstm, arch-att, struct-crf, task-seqlab, task-seq2seq	0	Korean Morphological Analysis with Tied Sequence-to-Sequence Multi-Task Model	Hyun-Je Song, Seong-Bae Park	https://www.aclweb.org/anthology/D19-1150.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, search-beam, pre-word2vec, struct-crf, latent-vae, task-seqlab, task-lm, task-relation, task-tree	0	Neural Generative Rhetorical Structure Parsing	Amandla Mabona, Laura Rimell, Stephen Clark, Andreas Vlachos	https://www.aclweb.org/anthology/D19-1233.pdf
2019	EMNLP	# optim-adam, pool-max, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, search-viterbi, struct-crf, task-seqlab	1	Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event Extraction	Shun Zheng, Wei Cao, Wei Xu, Jiang Bian	https://www.aclweb.org/anthology/D19-1032.pdf
2019	EMNLP	# optim-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, 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, 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-sgd, init-glorot, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-memo, search-viterbi, struct-crf, task-seqlab, task-relation	0	Enhancing Dialogue Symptom Diagnosis with Global Attention and Symptom Graph	Xinzhu Lin, Xiahui He, Qin Chen, Huaixiao Tou, Zhongyu Wei, Ting Chen	https://www.aclweb.org/anthology/D19-1508.pdf
2019	EMNLP	# 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	# arch-lstm, arch-cnn, arch-transformer, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq	0	What Part of the Neural Network Does This? Understanding LSTMs by Measuring and Dissecting Neurons	Ji Xin, Jimmy Lin, Yaoliang Yu	https://www.aclweb.org/anthology/D19-1591.pdf
2019	EMNLP	# reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-gating, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-seqlab, task-seq2seq, meta-arch	1	NeuronBlocks: Building Your NLP DNN Models Like Playing Lego	Ming Gong, Linjun Shou, Wutao Lin, Zhijie Sang, Quanjia Yan, Ze Yang, Feixiang Cheng, Daxin Jiang	https://www.aclweb.org/anthology/D19-3028.pdf
2019	EMNLP	# 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	# reg-dropout, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-glove, latent-topic, task-textclass, task-seqlab	0	Interpretable Relevant Emotion Ranking with Event-Driven Attention	Yang Yang, Deyu Zhou, Yulan He, Meng Zhang	https://www.aclweb.org/anthology/D19-1017.pdf
2019	EMNLP	# optim-adam, init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-word2vec, struct-crf, adv-train, task-seqlab, task-seq2seq	3	Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning	Zheng Li, Xin Li, Ying Wei, Lidong Bing, Yu Zhang, Qiang Yang	https://www.aclweb.org/anthology/D19-1466.pdf
2019	EMNLP	# optim-sgd, optim-adam, reg-norm, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, search-viterbi, struct-crf, task-textclass, task-seqlab	0	Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network	Dianbo Sui, Yubo Chen, Kang Liu, Jun Zhao, Shengping Liu	https://www.aclweb.org/anthology/D19-1396.pdf
2019	EMNLP	# optim-adam, reg-dropout, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, comb-ensemble, search-beam, search-viterbi, pre-bert, struct-hmm, struct-crf, task-textclass, task-seqlab, task-seq2seq	0	Leveraging Medical Literature for Section Prediction in Electronic Health Records	Sara Rosenthal, Ken Barker, Zhicheng Liang	https://www.aclweb.org/anthology/D19-1492.pdf
2019	EMNLP	# optim-adam, 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	# arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-bilinear, arch-coverage, pre-glove, pre-bert, task-seqlab, task-relation	0	Talk2Car: Taking Control of Your Self-Driving Car	Thierry Deruyttere, Simon Vandenhende, Dusan Grujicic, Luc Van Gool, Marie-Francine Moens	https://www.aclweb.org/anthology/D19-1215.pdf
2019	EMNLP	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, pre-glove, task-seqlab	0	“A Buster Keaton of Linguistics”: First Automated Approaches for the Extraction of Vossian Antonomasia	Michel Schwab, Robert Jäschke, Frank Fischer, Jannik Strötgen	https://www.aclweb.org/anthology/D19-1647.pdf
2019	EMNLP	# reg-norm, train-mll, arch-att, struct-crf, struct-cfg, latent-vae, task-seqlab, task-tree	1	Text2Math: End-to-end Parsing Text into Math Expressions	Yanyan Zou, Wei Lu	https://www.aclweb.org/anthology/D19-1536.pdf
2019	EMNLP	# reg-dropout, arch-lstm, arch-att, pre-glove, pre-elmo, pre-bert, task-seqlab, task-lm, task-cloze	1	BERT for Coreference Resolution: Baselines and Analysis	Mandar Joshi, Omer Levy, Luke Zettlemoyer, Daniel Weld	https://www.aclweb.org/anthology/D19-1588.pdf
2019	EMNLP	# optim-adam, optim-projection, train-mll, train-transfer, train-active, arch-lstm, arch-bilstm, arch-cnn, arch-subword, struct-crf, latent-topic, task-seqlab, task-seq2seq	1	A Little Annotation does a Lot of Good: A Study in Bootstrapping Low-resource Named Entity Recognizers	Aditi Chaudhary, Jiateng Xie, Zaid Sheikh, Graham Neubig, Jaime Carbonell	https://www.aclweb.org/anthology/D19-1520.pdf
2019	EMNLP	# optim-adam, 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	# train-mll, arch-lstm, arch-bilstm, arch-att, arch-subword, pre-fasttext, pre-bert, task-seqlab, task-lm, task-relation	3	Small and Practical BERT Models for Sequence Labeling	Henry Tsai, Jason Riesa, Melvin Johnson, Naveen Arivazhagan, Xin Li, Amelia Archer	https://www.aclweb.org/anthology/D19-1374.pdf
2019	EMNLP	# optim-projection, train-mll, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, task-seqlab, task-seq2seq	3	Multi-Granularity Self-Attention for Neural Machine Translation	Jie Hao, Xing Wang, Shuming Shi, Jinfeng Zhang, Zhaopeng Tu	https://www.aclweb.org/anthology/D19-1082.pdf
2019	NAA-CL	# arch-bilinear, arch-coverage, comb-ensemble, pre-word2vec, pre-glove, task-seqlab, task-seq2seq	0	What just happened? Evaluating retrofitted distributional word vectors	Dmetri Hayes	https://www.aclweb.org/anthology/N19-1111.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, 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, 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-sgd, train-mll, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, struct-crf, latent-vae, loss-svd, task-seqlab, task-lm	1	Misspelling Oblivious Word Embeddings	Aleksandra Piktus, Necati Bora Edizel, Piotr Bojanowski, Edouard Grave, Rui Ferreira, Fabrizio Silvestri	https://www.aclweb.org/anthology/N19-1326.pdf
2019	NAA-CL	# reg-dropout, arch-lstm, pre-glove, task-seqlab	0	“President Vows to Cut Hair”: Dataset and Analysis of Creative Text Editing for Humorous Headlines	Nabil Hossain, John Krumm, Michael Gamon	https://www.aclweb.org/anthology/N19-1012.pdf
2019	NAA-CL	# reg-norm, arch-lstm, arch-bilstm, arch-att, search-viterbi, struct-hmm, struct-crf, latent-vae, task-seqlab	4	Better Modeling of Incomplete Annotations for Named Entity Recognition	Zhanming Jie, Pengjun Xie, Wei Lu, Ruixue Ding, Linlin Li	https://www.aclweb.org/anthology/N19-1079.pdf
2019	NAA-CL	# optim-sgd, reg-dropout, reg-worddropout, reg-patience, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-subword, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm	27	Pooled Contextualized Embeddings for Named Entity Recognition	Alan Akbik, Tanja Bergmann, Roland Vollgraf	https://www.aclweb.org/anthology/N19-1078.pdf
2019	NAA-CL	# arch-lstm, arch-memo, pre-bert, struct-crf, task-seqlab	3	A Silver Standard Corpus of Human Phenotype-Gene Relations	Diana Sousa, Andre Lamurias, Francisco M. Couto	https://www.aclweb.org/anthology/N19-1152.pdf
2019	NAA-CL	# task-seqlab, task-relation	11	Old is Gold: Linguistic Driven Approach for Entity and Relation Linking of Short Text	Ahmad Sakor, Isaiah Onando Mulang’, Kuldeep Singh, Saeedeh Shekarpour, Maria Esther Vidal, Jens Lehmann, Sören Auer	https://www.aclweb.org/anthology/N19-1243.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, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq	17	Star-Transformer	Qipeng Guo, Xipeng Qiu, Pengfei Liu, Yunfan Shao, Xiangyang Xue, Zheng Zhang	https://www.aclweb.org/anthology/N19-1133.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, pre-glove, pre-elmo, pre-bert, struct-crf, task-seqlab	3	GraphIE: A Graph-Based Framework for Information Extraction	Yujie Qian, Enrico Santus, Zhijing Jin, Jiang Guo, Regina Barzilay	https://www.aclweb.org/anthology/N19-1082.pdf
2019	NAA-CL	# optim-adam, 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, 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	# reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-coverage, arch-subword, search-beam, search-viterbi, struct-crf, latent-topic, task-textpair, task-seqlab, task-lm, task-seq2seq	0	Incorporating Word Attention into Character-Based Word Segmentation	Shohei Higashiyama, Masao Utiyama, Eiichiro Sumita, Masao Ideuchi, Yoshiaki Oida, Yohei Sakamoto, Isaac Okada	https://www.aclweb.org/anthology/N19-1276.pdf
2019	NAA-CL	# optim-sgd, reg-dropout, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, search-viterbi, pre-word2vec, struct-crf, task-textclass, task-seqlab	1	An Encoding Strategy Based Word-Character LSTM for Chinese NER	Wei Liu, Tongge Xu, Qinghua Xu, Jiayu Song, Yueran Zu	https://www.aclweb.org/anthology/N19-1247.pdf
2019	NAA-CL	# optim-adam, 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	# train-transfer, arch-lstm, arch-bilstm, pre-word2vec, pre-glove, pre-elmo, pre-bert, struct-crf, adv-train, task-textclass, task-textpair, task-seqlab, task-lm	1	Using Similarity Measures to Select Pretraining Data for NER	Xiang Dai, Sarvnaz Karimi, Ben Hachey, Cecile Paris	https://www.aclweb.org/anthology/N19-1149.pdf
2019	NAA-CL	# optim-adam, reg-patience, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, adv-train, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-relation	51	Linguistic Knowledge and Transferability of Contextual Representations	Nelson F. Liu, Matt Gardner, Yonatan Belinkov, Matthew E. Peters, Noah A. Smith	https://www.aclweb.org/anthology/N19-1112.pdf
2019	NAA-CL	# 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-sgd, optim-adam, init-glorot, reg-dropout, arch-lstm, arch-att, search-greedy, search-beam, struct-crf, struct-cfg, task-seqlab, task-relation	1	Discontinuous Constituency Parsing with a Stack-Free Transition System and a Dynamic Oracle	Maximin Coavoux, Shay B. Cohen	https://www.aclweb.org/anthology/N19-1018.pdf
2019	NAA-CL	# optim-sgd, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, comb-ensemble, adv-train, task-seqlab, task-seq2seq	1	Joint Learning of Pre-Trained and Random Units for Domain Adaptation in Part-of-Speech Tagging	Sara Meftah, Youssef Tamaazousti, Nasredine Semmar, Hassane Essafi, Fatiha Sadat	https://www.aclweb.org/anthology/N19-1416.pdf
2019	NAA-CL	# optim-adam, 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, 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-sgd, optim-projection, reg-dropout, reg-decay, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq	2	Knowledge-Augmented Language Model and Its Application to Unsupervised Named-Entity Recognition	Angli Liu, Jingfei Du, Veselin Stoyanov	https://www.aclweb.org/anthology/N19-1117.pdf
2019	NAA-CL	# optim-projection, reg-dropout, train-mtl, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-beam, pre-elmo, struct-crf, adv-train, task-seqlab, task-relation	10	A general framework for information extraction using dynamic span graphs	Yi Luan, Dave Wadden, Luheng He, Amy Shah, Mari Ostendorf, Hannaneh Hajishirzi	https://www.aclweb.org/anthology/N19-1308.pdf
2019	NAA-CL	# optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass, task-seqlab	1	Detecting Customer Complaint Escalation with Recurrent Neural Networks and Manually-Engineered Features	Wei Yang, Luchen Tan, Chunwei Lu, Anqi Cui, Han Li, Xi Chen, Kun Xiong, Muzi Wang, Ming Li, Jian Pei, Jimmy Lin	https://www.aclweb.org/anthology/N19-2008.pdf
2019	NAA-CL	# optim-adam, reg-dropout, reg-stopping, train-transfer, arch-lstm, arch-cnn, arch-att, pre-glove, struct-crf, task-seqlab	2	Entity Recognition at First Sight: Improving NER with Eye Movement Information	Nora Hollenstein, Ce Zhang	https://www.aclweb.org/anthology/N19-1001.pdf
2019	NAA-CL	# 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	# reg-dropout, reg-stopping, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-beam, search-viterbi, pre-word2vec, pre-glove, struct-crf, adv-examp, task-seqlab, task-lm, task-seq2seq	1	Benchmarking Approximate Inference Methods for Neural Structured Prediction	Lifu Tu, Kevin Gimpel	https://www.aclweb.org/anthology/N19-1335.pdf
2019	NAA-CL	# optim-sgd, optim-projection, init-glorot, reg-dropout, reg-stopping, arch-rnn, arch-birnn, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, search-beam, struct-crf, task-seqlab, task-lm, task-tree, task-graph	8	Text Generation from Knowledge Graphs with Graph Transformers	Rik Koncel-Kedziorski, Dhanush Bekal, Yi Luan, Mirella Lapata, Hannaneh Hajishirzi	https://www.aclweb.org/anthology/N19-1238.pdf
2019	NAA-CL	# reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-bilinear, pre-glove, task-textpair, task-seqlab, task-tree	2	Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing	Wenhan Xiong, Jiawei Wu, Deren Lei, Mo Yu, Shiyu Chang, Xiaoxiao Guo, William Yang Wang	https://www.aclweb.org/anthology/N19-1084.pdf
2019	NAA-CL	# optim-sgd, optim-adam, arch-lstm, arch-att, arch-memo, adv-train, task-textclass, task-seqlab, task-spanlab, task-seq2seq	0	Document-Level Event Factuality Identification via Adversarial Neural Network	Zhong Qian, Peifeng Li, Qiaoming Zhu, Guodong Zhou	https://www.aclweb.org/anthology/N19-1287.pdf
2019	NAA-CL	# arch-rnn, arch-lstm, arch-att, comb-ensemble, search-viterbi, pre-word2vec, struct-hmm, struct-crf, task-seqlab, task-lm	0	Improving Cross-Domain Chinese Word Segmentation with Word Embeddings	Yuxiao Ye, Weikang Li, Yue Zhang, Likun Qiu, Jian Sun	https://www.aclweb.org/anthology/N19-1279.pdf
2019	NAA-CL	# optim-adam, optim-projection, train-transfer, pool-max, pool-mean, arch-lstm, arch-att, arch-memo, arch-bilinear, pre-word2vec, pre-glove, task-textclass, task-seqlab	1	Description-Based Zero-shot Fine-Grained Entity Typing	Rasha Obeidat, Xiaoli Fern, Hamed Shahbazi, Prasad Tadepalli	https://www.aclweb.org/anthology/N19-1087.pdf
2019	NAA-CL	# reg-dropout, train-mtl, train-mll, train-transfer, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, loss-nce, task-seqlab, task-seq2seq	24	Massively Multilingual Neural Machine Translation	Roee Aharoni, Melvin Johnson, Orhan Firat	https://www.aclweb.org/anthology/N19-1388.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, 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