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EMNLP 2019: all accepted papers

741 papers · page 2 of 8 · the most cited first · ← EMNLP 2019

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  1. Revealing the Importance of Semantic Retrieval for Machine Reading at ScaleYixin Nie, Songhe Wang, Mohit Bansal127 citations · our summary
  2. The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling ObjectivesElena Voita, Rico Sennrich, Ivan Titov127 citations · our summary
  3. Jointly Learning to Align and Translate with Transformer ModelsSarthak Garg, Stephan Peitz, Udhyakumar Nallasamy et al.121 citations · our summary
  4. Answers Unite! Unsupervised Metrics for Reinforced Summarization ModelsThomas Scialom, Sylvain Lamprier, Benjamin Piwowarski et al.120 citations · our summary
  5. Multi-hop Selector Network for Multi-turn Response Selection in Retrieval-based Chatbots ↗Chunyuan Yuan, Wei Zhou, Mingming Li et al.119 citations
  6. NCLS: Neural Cross-Lingual Summarization ↗Junnan Zhu, Qian Wang, Yining Wang et al.119 citations
  7. Rethinking Cooperative Rationalization: Introspective Extraction and Complement ControlMo Yu, Shiyu Chang, Yang Zhang et al.118 citations · our summary
  8. Tree Transformer: Integrating Tree Structures into Self-Attention ↗Yaushian Wang, Hung-Yi Lee, Yun-Nung Chen116 citations
  9. AllenNLP Interpret: A Framework for Explaining Predictions of NLP ModelsEric Wallace, Jens Tuyls, Junlin Wang et al. · System Demonstrations · 🏆 Best Demo paper115 citations · our summary
  10. Editing-Based SQL Query Generation for Cross-Domain Context-Dependent QuestionsRui Zhang, Tao Yu, Heyang Er et al.115 citations · our summary
  11. Achieving Verified Robustness to Symbol Substitutions via Interval Bound PropagationPo-Sen Huang, Robert Stanforth, Johannes Welbl et al.113 citations · our summary
  12. Help, Anna! Visual Navigation with Natural Multimodal Assistance via Retrospective Curiosity-Encouraging Imitation Learning ↗Khanh Nguyen, Hal Daumé III113 citations
  13. Learning to Discriminate Perturbations for Blocking Adversarial Attacks in Text Classification ↗Yichao Zhou, Jyun-Yu Jiang, Kai-Wei Chang et al.113 citations
  14. Perturbation Sensitivity Analysis to Detect Unintended Model Biases ↗Vinodkumar Prabhakaran, Ben Hutchinson, Margaret Mitchell113 citations
  15. Small and Practical BERT Models for Sequence Labeling ↗Henry Tsai, Jason Riesa, Melvin Johnson et al.113 citations
  16. Finding Microaggressions in the Wild: A Case for Locating Elusive Phenomena in Social Media PostsLuke Breitfeller, Emily Ahn, David Jurgens et al.112 citations · our summary
  17. Joint Event and Temporal Relation Extraction with Shared Representations and Structured Prediction ↗Rujun Han, Qiang Ning, Nanyun Peng112 citations
  18. Pretrained Language Models for Sequential Sentence Classification ↗Arman Cohan, Iz Beltagy, Daniel King et al.112 citations
  19. Pre-Training BERT on Domain Resources for Short Answer Grading ↗Chul Sung, Tejas Dhamecha, Swarnadeep Saha et al.110 citations
  20. Global Reasoning over Database Structures for Text-to-SQL Parsing ↗Ben Bogin, Matt Gardner, Jonathan Berant108 citations
  21. Dependency-Guided LSTM-CRF for Named Entity Recognition ↗Zhanming Jie, Wei Lu107 citations
  22. Multilingual Neural Machine Translation with Language ClusteringXu Tan, Jiale Chen, Di He et al.107 citations · our summary
  23. NumNet: Machine Reading Comprehension with Numerical Reasoning ↗Qiu Ran, Yankai Lin, Peng Li et al.107 citations
  24. On NMT Search Errors and Model Errors: Cat Got Your Tongue?Felix Stahlberg, Bill Byrne106 citations · our summary
  25. Talk2Car: Taking Control of Your Self-Driving Car ↗Thierry Deruyttere, Simon Vandenhende, Dusan Grujicic et al.106 citations
  26. Addressing Semantic Drift in Question Generation for Semi-Supervised Question AnsweringShiyue Zhang, Mohit Bansal105 citations · our summary
  27. CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text ↗Koustuv Sinha, Shagun Sodhani, Jin Dong et al.105 citations
  28. Humor Detection: A Transformer Gets the Last LaughOrion Weller, Kevin Seppi103 citations · our summary
  29. It's All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data SubstitutionRowan Hall Maudslay, Hila Gonen, Ryan Cotterell et al.103 citations · our summary
  30. Integrating Text and Image: Determining Multimodal Document Intent in Instagram Posts ↗Julia Kruk, Jonah Lubin, Karan Sikka et al.102 citations
  31. Do We Really Need Fully Unsupervised Cross-Lingual Embeddings?Ivan Vulić, Goran Glavaš, Roi Reichart et al.99 citations · our summary
  32. Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding TasksZi-Yi Dou, Keyi Yu, Antonios Anastasopoulos99 citations · our summary
  33. Question Answering for Privacy Policies: Combining Computational and Legal PerspectivesAbhilasha Ravichander, Alan W Black, Shomir Wilson et al.99 citations · our summary
  34. UER: An Open-Source Toolkit for Pre-training Models ↗Zhe Zhao, Hui Chen, Jinbin Zhang et al. · System Demonstrations99 citations
  35. Counterfactual Story Reasoning and Generation ↗Lianhui Qin, Antoine Bosselut, Ari Holtzman et al.98 citations
  36. CrossWeigh: Training Named Entity Tagger from Imperfect Annotations ↗Zihan Wang, Jingbo Shang, Liyuan Liu et al.98 citations
  37. Hierarchical Text Classification with Reinforced Label Assignment ↗Yuning Mao, Jingjing Tian, Jiawei Han et al.98 citations
  38. Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning ↗Zheng Li, Xin Li, Ying Wei et al.97 citations
  39. Answering Complex Open-domain Questions Through Iterative Query GenerationPeng Qi, Xiaowen Lin, Leo Mehr et al.96 citations · our summary
  40. Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs ↗Angela Fan, Claire Gardent, Chloé Braud et al.96 citations
  41. AMPERSAND: Argument Mining for PERSuAsive oNline Discussions ↗Tuhin Chakrabarty, Christopher Hidey, Smaranda Muresan et al.95 citations
  42. Cross-Lingual BERT Transformation for Zero-Shot Dependency ParsingYuxuan Wang, Wanxiang Che, Jiang Guo et al.95 citations · our summary
  43. Hierarchically-Refined Label Attention Network for Sequence Labeling ↗Leyang Cui, Yue Zhang95 citations
  44. Investigating Multilingual NMT Representations at ScaleSneha Kudugunta, Ankur Bapna, Isaac Caswell et al.95 citations · our summary
  45. Latent Suicide Risk Detection on Microblog via Suicide-Oriented Word Embeddings and Layered Attention ↗Lei Cao, Huijun Zhang, Ling Feng et al.95 citations
  46. Context-aware Interactive Attention for Multi-modal Sentiment and Emotion Analysis ↗Dushyant Singh Chauhan, Md Shad Akhtar, Asif Ekbal et al.94 citations
  47. Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition ↗Yufan Jiang, Chi Hu, Tong Xiao et al.94 citations
  48. Robust Navigation with Language Pretraining and Stochastic Sampling ↗Xiujun Li, Chunyuan Li, Qiaolin Xia et al.94 citations
  49. Next Sentence Prediction helps Implicit Discourse Relation Classification within and across DomainsWei Shi, Vera Demberg93 citations · our summary
  50. HMEAE: Hierarchical Modular Event Argument Extraction ↗Xiaozhi Wang, Ziqi Wang, Xu Han et al.92 citations
  51. Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs ↗Zhibin Liu, Zheng-Yu Niu, Hua Wu et al.92 citations
  52. Applying BERT to Document Retrieval with Birch ↗Zeynep Akkalyoncu Yilmaz, Shengjin Wang, Wei Yang et al. · System Demonstrations91 citations
  53. Long and Diverse Text Generation with Planning-based Hierarchical Variational Model ↗Zhihong Shao, Minlie Huang, Jiangtao Wen et al.91 citations
  54. Practical Obstacles to Deploying Active Learning ↗David Lowell, Zachary C. Lipton, Byron C. Wallace90 citations
  55. Fact-Checking Meets Fauxtography: Verifying Claims About Images ↗Dimitrina Zlatkova, Preslav Nakov, Ivan Koychev89 citations
  56. Modeling Graph Structure in Transformer for Better AMR-to-Text Generation ↗Jie Zhu, Junhui Li, Muhua Zhu et al.88 citations
  57. MultiFiT: Efficient Multi-lingual Language Model Fine-tuning ↗Julian Eisenschlos, Sebastian Ruder, Piotr Czapla et al.88 citations
  58. CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding ↗Yijin Liu, Fandong Meng, Jinchao Zhang et al.87 citations
  59. Distributionally Robust Language Modeling ↗Yonatan Oren, Shiori Sagawa, Tatsunori B. Hashimoto et al.87 citations
  60. Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations ↗Christian Hadiwinoto, Hwee Tou Ng, Wee Chung Gan87 citations
  61. In Plain Sight: Media Bias Through the Lens of Factual Reporting ↗Lisa Fan, Marshall White, Eva Sharma et al.87 citations
  62. Scalable and Accurate Dialogue State Tracking via Hierarchical Sequence Generation ↗Liliang Ren, Jianmo Ni, Julian McAuley87 citations
  63. Tree-structured Decoding for Solving Math Word Problems ↗Qianying Liu, Wenyv Guan, Sujian Li et al.87 citations
  64. Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations ↗Xin Lv, Yuxian Gu, Xu Han et al.85 citations
  65. Investigating BERT's Knowledge of Language: Five Analysis Methods with NPIsAlex Warstadt, Yu Cao, Ioana Grosu et al.85 citations · our summary
  66. To Annotate or Not? Predicting Performance Drop under Domain Shift ↗Hady Elsahar, Matthias Gallé85 citations
  67. Context-Aware Monolingual Repair for Neural Machine TranslationElena Voita, Rico Sennrich, Ivan Titov84 citations · our summary
  68. Multi-Task Learning for Conversational Question Answering over a Large-Scale Knowledge Base ↗Tao Shen, Xiubo Geng, Tao Qin et al.84 citations
  69. Recommendation as a Communication Game: Self-Supervised Bot-Play for Goal-oriented Dialogue ↗Dongyeop Kang, Anusha Balakrishnan, Pararth Shah et al.83 citations
  70. Generating Personalized Recipes from Historical User Preferences ↗Bodhisattwa Prasad Majumder, Shuyang Li, Jianmo Ni et al.82 citations
  71. Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog ↗Ryuichi Takanobu, Hanlin Zhu, Minlie Huang82 citations
  72. CAN: Constrained Attention Networks for Multi-Aspect Sentiment Analysis ↗Mengting Hu, Shiwan Zhao, Li Zhang et al.81 citations
  73. Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification ↗Chunning Du, Haifeng Sun, Jingyu Wang et al.81 citations
  74. Low-Resource Name Tagging Learned with Weakly Labeled Data ↗Yixin Cao, Zikun Hu, Tat-seng Chua et al.80 citations
  75. Multi-Task Stance Detection with Sentiment and Stance LexiconsYingjie Li, Cornelia Caragea80 citations · our summary
  76. Dual Attention Networks for Visual Reference Resolution in Visual Dialog ↗Gi-Cheon Kang, Jaeseo Lim, Byoung-Tak Zhang79 citations
  77. Joey NMT: A Minimalist NMT Toolkit for Novices ↗Julia Kreutzer, Jasmijn Bastings, Stefan Riezler · System Demonstrations79 citations
  78. Charge-Based Prison Term Prediction with Deep Gating Network ↗Huajie Chen, Deng Cai, Wei Dai et al.78 citations
  79. Modeling Conversation Structure and Temporal Dynamics for Jointly Predicting Rumor Stance and Veracity ↗Penghui Wei, Nan Xu, Wenji Mao77 citations
  80. Improving Deep Transformer with Depth-Scaled Initialization and Merged Attention ↗Biao Zhang, Ivan Titov, Rico Sennrich76 citations
  81. Examining Gender Bias in Languages with Grammatical Gender ↗Pei Zhou, Weijia Shi, Jieyu Zhao et al.75 citations
  82. Learning to Learn and Predict: A Meta-Learning Approach for Multi-Label Classification ↗Jiawei Wu, Wenhan Xiong, William Yang Wang75 citations
  83. A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning ↗Minghao Hu, Yuxing Peng, Zhen Huang et al.74 citations
  84. WSLLN:Weakly Supervised Natural Language Localization Networks ↗Mingfei Gao, Larry Davis, Richard Socher et al.74 citations
  85. Cross-lingual Structure Transfer for Relation and Event Extraction ↗Ananya Subburathinam, Di Lu, Heng Ji et al.73 citations
  86. Giving BERT a Calculator: Finding Operations and Arguments with Reading Comprehension ↗Daniel Andor, Luheng He, Kenton Lee et al.72 citations
  87. Adversarial Learning with Contextual Embeddings for Zero-resource Cross-lingual Classification and NER ↗Phillip Keung, Yichao Lu, Vikas Bhardwaj71 citations
  88. An Improved Neural Baseline for Temporal Relation Extraction ↗Qiang Ning, Sanjay Subramanian, Dan Roth70 citations
  89. Entity Projection via Machine Translation for Cross-Lingual NER ↗Alankar Jain, Bhargavi Paranjape, Zachary C. Lipton70 citations
  90. Linking artificial and human neural representations of language ↗Jon Gauthier, Roger Levy70 citations
  91. Room to Glo: A Systematic Comparison of Semantic Change Detection Approaches with Word Embeddings ↗Philippa Shoemark, Farhana Ferdousi Liza, Dong Nguyen et al.69 citations
  92. Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables ↗Zihan Liu, Jamin Shin, Yan Xu et al.68 citations
  93. A Span-Extraction Dataset for Chinese Machine Reading ComprehensionYiming Cui, Ting Liu, Wanxiang Che et al.67 citations · our summary
  94. Better Rewards Yield Better Summaries: Learning to Summarise Without ReferencesFlorian Böhm, Yang Gao, Christian M. Meyer et al.67 citations · our summary
  95. Broad-Coverage Semantic Parsing as TransductionSheng Zhang, Xutai Ma, Kevin Duh et al.67 citations · our summary
  96. DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs ↗Yi-Lin Tuan, Yun-Nung Chen, Hung-yi Lee67 citations
  97. EASSE: Easier Automatic Sentence Simplification EvaluationFernando Alva-Manchego, Louis Martin, Carolina Scarton et al. · System Demonstrations67 citations · our summary
  98. Improving Back-Translation with Uncertainty-based Confidence Estimation ↗Shuo Wang, Yang Liu, Chao Wang et al.67 citations
  99. Pushing the Limits of Low-Resource Morphological InflectionAntonios Anastasopoulos, Graham Neubig67 citations · our summary
  100. Quantity doesn't buy quality syntax with neural language models ↗Marten van Schijndel, Aaron Mueller, Tal Linzen66 citations

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