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EMNLP 2020: all accepted papers

787 papers · page 1 of 8 · the most cited first · ← EMNLP 2020

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  1. Transformers: State-of-the-Art Natural Language ProcessingThomas Wolf, Lysandre Debut, Victor Sanh et al. · System Demonstrations · 🏆 Honorable Demonstration Paper8,292 citations · our summary
  2. Dense Passage Retrieval for Open-Domain Question AnsweringVladimir Karpukhin, Barlas Oguz, Sewon Min et al.3,387 citations · our summary
  3. AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated PromptsTaylor Shin, Yasaman Razeghi, Robert L. Logan IV et al.1,234 citations · our summary
  4. BERTweet: A pre-trained language model for English TweetsDat Quoc Nguyen, Thanh Vu, Anh Tuan Nguyen · System Demonstrations843 citations · our summary
  5. Making Monolingual Sentence Embeddings Multilingual using Knowledge DistillationNils Reimers, Iryna Gurevych816 citations · our summary
  6. Generating Radiology Reports via Memory-driven TransformerZhihong Chen, Yan Song, Tsung-Hui Chang et al.648 citations · our summary
  7. Evaluating the Factual Consistency of Abstractive Text SummarizationWojciech Kryscinski, Bryan McCann, Caiming Xiong et al.646 citations
  8. How Much Knowledge Can You Pack Into the Parameters of a Language Model?Adam Roberts, Colin Raffel, Noam Shazeer623 citations
  9. COMET: A Neural Framework for MT EvaluationRicardo Rei, Craig Stewart, Ana C Farinha et al.617 citations · our summary
  10. LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attentionIkuya Yamada, Akari Asai, Hiroyuki Shindo et al.590 citations
  11. BERT-ATTACK: Adversarial Attack Against BERT Using BERTLinyang Li, Ruotian Ma, Qipeng Guo et al.574 citations · our summary
  12. On the Sentence Embeddings from Pre-trained Language ModelsBohan Li, Hao Zhou, Junxian He et al.572 citations · our summary
  13. TextAttack: A Framework for Adversarial Attacks, Data Augmentation, and Adversarial Training in NLPJohn Morris, Eli Lifland, Jin Yong Yoo et al. · System Demonstrations556 citations · our summary
  14. BAE: BERT-based Adversarial Examples for Text ClassificationSiddhant Garg, Goutham Ramakrishnan478 citations · our summary
  15. AdapterHub: A Framework for Adapting TransformersJonas Pfeiffer, Andreas Rücklé, Clifton Poth et al. · System Demonstrations461 citations · our summary
  16. MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual TransferJonas Pfeiffer, Ivan Vulić, Iryna Gurevych et al.437 citations · our summary
  17. CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language ModelsNikita Nangia, Clara Vania, Rasika Bhalerao et al.418 citations · our summary
  18. Recurrent Event Network: Autoregressive Structure Inferenceover Temporal Knowledge GraphsWoojeong Jin, Meng Qu, Xisen Jin et al.409 citations
  19. Event Extraction by Answering (Almost) Natural QuestionsXinya Du, Claire Cardie406 citations · our summary
  20. HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-trainingLinjie Li, Yen-Chun Chen, Yu Cheng et al.403 citations · our summary
  21. Scalable Zero-shot Entity Linking with Dense Entity RetrievalLedell Wu, Fabio Petroni, Martin Josifoski et al.376 citations · our summary
  22. Fact or Fiction: Verifying Scientific ClaimsDavid Wadden, Shanchuan Lin, Kyle Lo et al.372 citations · our summary
  23. Event Extraction as Machine Reading ComprehensionJian Liu, Yubo Chen, Kang Liu et al.303 citations · our summary
  24. Dataset Cartography: Mapping and Diagnosing Datasets with Training DynamicsSwabha Swayamdipta, Roy Schwartz, Nicholas Lourie et al.283 citations
  25. Experience Grounds LanguageYonatan Bisk, Ari Holtzman, Jesse Thomason et al.274 citations · our summary
  26. Position-Aware Tagging for Aspect Sentiment Triplet ExtractionLu Xu, Hao Li, Wei Lu et al.273 citations · our summary
  27. ETC: Encoding Long and Structured Inputs in TransformersJoshua Ainslie, Santiago Ontañón, Chris Alberti et al.268 citations · our summary
  28. A Computational Approach to Understanding Empathy Expressed in Text-Based Mental Health SupportAshish Sharma, Adam Miner, David Atkins et al.255 citations · our summary
  29. Convolution over Hierarchical Syntactic and Lexical Graphs for Aspect Level Sentiment AnalysisMi Zhang, Tieyun Qian254 citations
  30. Room-Across-Room: Multilingual Vision-and-Language Navigation with Dense Spatiotemporal GroundingAlexander Ku, Peter Anderson, Roma Patel et al.253 citations
  31. Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERTAkshay Smit, Saahil Jain, Pranav Rajpurkar et al.250 citations · our summary
  32. Double Graph Based Reasoning for Document-level Relation ExtractionShuang Zeng, Runxin Xu, Baobao Chang et al.245 citations · our summary
  33. Be More with Less: Hypergraph Attention Networks for Inductive Text ClassificationKaize Ding, Jianling Wang, Jundong Li et al.243 citations
  34. ToTTo: A Controlled Table-To-Text Generation DatasetAnkur Parikh, Xuezhi Wang, Sebastian Gehrmann et al.241 citations · our summary
  35. TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented DialogueChien-Sheng Wu, Steven C.H. Hoi, Richard Socher et al.237 citations · our summary
  36. From Zero to Hero: On the Limitations of Zero-Shot Language Transfer with Multilingual TransformersAnne Lauscher, Vinit Ravishankar, Ivan Vulić et al.236 citations · our summary
  37. XGLUE: A New Benchmark Dataset for Cross-lingual Pre-training, Understanding and GenerationYaobo Liang, Nan Duan, Yeyun Gong et al.221 citations · our summary
  38. Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence EncodersJue Wang, Wei Lu216 citations · our summary
  39. Relation-aware Graph Attention Networks with Relational Position Encodings for Emotion Recognition in ConversationsTaichi Ishiwatari, Yuki Yasuda, Taro Miyazaki et al.209 citations
  40. Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question AnsweringYanlin Feng, Xinyue Chen, Bill Yuchen Lin et al.207 citations · our summary
  41. Calibration of Pre-trained TransformersShrey Desai, Greg Durrett205 citations
  42. Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor LearningYi Yang, Arzoo Katiyar202 citations · our summary
  43. MIME: MIMicking Emotions for Empathetic Response GenerationNavonil Majumder, Pengfei Hong, Shanshan Peng et al.196 citations · our summary
  44. Text Classification Using Label Names Only: A Language Model Self-Training ApproachYu Meng, Yunyi Zhang, Jiaxin Huang et al.196 citations · our summary
  45. AmbigQA: Answering Ambiguous Open-domain QuestionsSewon Min, Julian Michael, Hannaneh Hajishirzi et al.190 citations
  46. Learning from Context or Names? An Empirical Study on Neural Relation ExtractionHao Peng, Tianyu Gao, Xu Han et al.185 citations · our summary
  47. Reformulating Unsupervised Style Transfer as Paraphrase GenerationKalpesh Krishna, John Wieting, Mohit Iyyer185 citations · our summary
  48. On Extractive and Abstractive Neural Document Summarization with Transformer Language ModelsJonathan Pilault, Raymond Li, Sandeep Subramanian et al.183 citations · our summary
  49. Probing Pretrained Language Models for Lexical SemanticsIvan Vulić, Edoardo Maria Ponti, Robert Litschko et al.180 citations · our summary
  50. Explainable Automated Fact-Checking for Public Health ClaimsNeema Kotonya, Francesca Toni179 citations · our summary
  51. Unsupervised Commonsense Question Answering with Self-TalkVered Shwartz, Peter West, Ronan Le Bras et al.179 citations
  52. A Diagnostic Study of Explainability Techniques for Text ClassificationPepa Atanasova, Jakob Grue Simonsen, Christina Lioma et al.177 citations · our summary
  53. MedDialog: Large-scale Medical Dialogue DatasetsGuangtao Zeng, Wenmian Yang, Zeqian Ju et al.173 citations · our summary
  54. Hierarchical Graph Network for Multi-hop Question AnsweringYuwei Fang, Siqi Sun, Zhe Gan et al.171 citations · our summary
  55. Information-Theoretic Probing with Minimum Description LengthElena Voita, Ivan Titov170 citations · our summary
  56. Understanding the Difficulty of Training TransformersLiyuan Liu, Xiaodong Liu, Jianfeng Gao et al.170 citations · our summary
  57. BERT-of-Theseus: Compressing BERT by Progressive Module ReplacingCanwen Xu, Wangchunshu Zhou, Tao Ge et al.168 citations · our summary
  58. Wikipedia2Vec: An Efficient Toolkit for Learning and Visualizing the Embeddings of Words and Entities from WikipediaIkuya Yamada, Akari Asai, Jin Sakuma et al. · System Demonstrations164 citations
  59. Zero-Shot Stance Detection: A Dataset and Model using Generalized Topic RepresentationsEmily Allaway, Kathleen McKeown164 citations · our summary
  60. Coreferential Reasoning Learning for Language RepresentationDeming Ye, Yankai Lin, Jiaju Du et al.163 citations · our summary
  61. Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less ForgettingSanyuan Chen, Yutai Hou, Yiming Cui et al.163 citations
  62. TeMP: Temporal Message Passing for Temporal Knowledge Graph CompletionJiapeng Wu, Meng Cao, Jackie Chi Kit Cheung et al.154 citations
  63. Knowledge-Grounded Dialogue Generation with Pre-trained Language ModelsXueliang Zhao, Wei Wu, Can Xu et al.152 citations · our summary
  64. XCOPA: A Multilingual Dataset for Causal Commonsense ReasoningEdoardo Maria Ponti, Goran Glavaš, Olga Majewska et al.152 citations · our summary
  65. COGS: A Compositional Generalization Challenge Based on Semantic InterpretationNajoung Kim, Tal Linzen151 citations
  66. Active Learning for BERT: An Empirical StudyLiat Ein-Dor, Alon Halfon, Ariel Gera et al.149 citations
  67. Queens are Powerful too: Mitigating Gender Bias in Dialogue GenerationEmily Dinan, Angela Fan, Adina Williams et al.149 citations · our summary
  68. Multilingual Offensive Language Identification with Cross-lingual EmbeddingsTharindu Ranasinghe, Marcos Zampieri148 citations · our summary
  69. TernaryBERT: Distillation-aware Ultra-low Bit BERTWei Zhang, Lu Hou, Yichun Yin et al.148 citations · our summary
  70. MAVEN: A Massive General Domain Event Detection DatasetXiaozhi Wang, Ziqi Wang, Xu Han et al.147 citations · our summary
  71. Re-evaluating Evaluation in Text SummarizationManik Bhandari, Pranav Narayan Gour, Atabak Ashfaq et al.147 citations · our summary
  72. Social Chemistry 101: Learning to Reason about Social and Moral NormsMaxwell Forbes, Jena D. Hwang, Vered Shwartz et al.147 citations
  73. The Multilingual Amazon Reviews CorpusPhillip Keung, Yichao Lu, György Szarvas et al.146 citations · our summary
  74. MinTL: Minimalist Transfer Learning for Task-Oriented Dialogue SystemsZhaojiang Lin, Andrea Madotto, Genta Indra Winata et al.145 citations · our summary
  75. Attention is Not Only a Weight: Analyzing Transformers with Vector NormsGoro Kobayashi, Tatsuki Kuribayashi, Sho Yokoi et al.143 citations · our summary
  76. SentiLARE: Sentiment-Aware Language Representation Learning with Linguistic KnowledgePei Ke, Haozhe Ji, Siyang Liu et al.143 citations
  77. Cold-start Active Learning through Self-supervised Language ModelingMichelle Yuan, Hsuan-Tien Lin, Jordan Boyd-Graber141 citations
  78. An Unsupervised Sentence Embedding Method by Mutual Information MaximizationYan Zhang, Ruidan He, Zuozhu Liu et al.140 citations · our summary
  79. Utility is in the Eye of the User: A Critique of NLP LeaderboardsKawin Ethayarajh, Dan Jurafsky140 citations
  80. MUTANT: A Training Paradigm for Out-of-Distribution Generalization in Visual Question AnsweringTejas Gokhale, Pratyay Banerjee, Chitta Baral et al.138 citations
  81. Optimus: Organizing Sentences via Pre-trained Modeling of a Latent SpaceChunyuan Li, Xiang Gao, Yuan Li et al.138 citations · our summary
  82. Inducing Target-Specific Latent Structures for Aspect Sentiment ClassificationChenhua Chen, Zhiyang Teng, Yue Zhang136 citations
  83. SLURP: A Spoken Language Understanding Resource PackageEmanuele Bastianelli, Andrea Vanzo, Pawel Swietojanski et al.136 citations · our summary
  84. Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too!Suzanna Sia, Ayush Dalmia, Sabrina J. Mielke134 citations
  85. Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company CorrelationsRamit Sawhney, Shivam Agarwal, Arnav Wadhwa et al.133 citations
  86. The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP ModelsIan Tenney, James Wexler, Jasmijn Bastings et al. · System Demonstrations133 citations
  87. DAGA: Data Augmentation with a Generation Approach for Low-resource Tagging TasksBosheng Ding, Linlin Liu, Lidong Bing et al.132 citations · our summary
  88. When BERT Plays the Lottery, All Tickets Are WinningSai Prasanna, Anna Rogers, Anna Rumshisky131 citations
  89. Entities as Experts: Sparse Memory Access with Entity SupervisionThibault Févry, Livio Baldini Soares, Nicholas FitzGerald et al.130 citations · our summary
  90. Adaptive Attentional Network for Few-Shot Knowledge Graph CompletionJiawei Sheng, Shu Guo, Zhenyu Chen et al.129 citations
  91. Global-to-Local Neural Networks for Document-Level Relation ExtractionDifeng Wang, Wei Hu, Ermei Cao et al.128 citations
  92. Automatic Machine Translation Evaluation in Many Languages via Zero-Shot ParaphrasingBrian Thompson, Matt Post127 citations · our summary
  93. Factual Error Correction for Abstractive Summarization ModelsMeng Cao, Yue Dong, Jiapeng Wu et al.126 citations · our summary
  94. PlotMachines: Outline-Conditioned Generation with Dynamic Plot State TrackingHannah Rashkin, Asli Celikyilmaz, Yejin Choi et al.125 citations
  95. Training Question Answering Models From Synthetic DataRaul Puri, Ryan Spring, Mohammad Shoeybi et al.125 citations · our summary
  96. We Can Detect Your Bias: Predicting the Political Ideology of News ArticlesRamy Baly, Giovanni Da San Martino, James Glass et al.125 citations · our summary
  97. Learning to Contrast the Counterfactual Samples for Robust Visual Question AnsweringZujie Liang, Weitao Jiang, Haifeng Hu et al.124 citations
  98. FedED: Federated Learning via Ensemble Distillation for Medical Relation ExtractionDianbo Sui, Yubo Chen, Jun Zhao et al.122 citations
  99. BioMegatron: Larger Biomedical Domain Language ModelHoo-Chang Shin, Yang Zhang, Evelina Bakhturina et al.121 citations
  100. PyMT5: multi-mode translation of natural language and Python code with transformersColin Clement, Dawn Drain, Jonathan Timcheck et al.120 citations

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