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EMNLP 2020: all papers in our library

133 works · page 1 of 2 · the most cited first · ← EMNLP 2020

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  1. Transformers: State-of-the-Art Natural Language ProcessingConference on Empirical Methods in Natural Language Processing (EMNLP)Thomas Wolf, Lysandre Debut, Victor Sanh, et al.2020 · 15,606 citations
  2. Dense Passage Retrieval for Open-Domain Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP)Vladimir Karpukhin, Barlas Oguz, Sewon Min, et al.2020 · 5,375 citations
  3. AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated PromptsConference on Empirical Methods in Natural Language Processing (EMNLP)Taylor Shin, Yasaman Razeghi, Robert L. Logan IV, et al.2020 · 1,886 citations
  4. COMET: A Neural Framework for MT EvaluationRicardo Rei, Craig Stewart, Ana C Farinha, et al.2020 · 1,784 citations
  5. Making Monolingual Sentence Embeddings Multilingual using Knowledge DistillationConference on Empirical Methods in Natural Language Processing (EMNLP)Nils Reimers, Iryna Gurevych2020 · 1,320 citations
  6. BERTweet: A pre-trained language model for English TweetsConference on Empirical Methods in Natural Language Processing (EMNLP)Dat Quoc Nguyen, Thanh Vu, Anh Tuan Nguyen2020 · 1,142 citations
  7. CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Nikita Nangia, Clara Vania, Rasika Bhalerao, et al.2020 · 887 citations
  8. TextAttack: A Framework for Adversarial Attacks, Data Augmentation, and Adversarial Training in NLPConference on Empirical Methods in Natural Language Processing (EMNLP)John X. Morris, Eli Lifland, Jin Yong Yoo, et al.2020 · 858 citations
  9. BERT-ATTACK: Adversarial Attack Against BERT Using BERTConference on Empirical Methods in Natural Language Processing (EMNLP)Linyang Li, Ruotian Ma, Qipeng Guo, et al.2020 · 841 citations
  10. MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual TransferConference on Empirical Methods in Natural Language Processing (EMNLP)Jonas Pfeiffer, Ivan Vulić, Iryna Gurevych, et al.2020 · 833 citations
  11. On the Sentence Embeddings from Pre-trained Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Bohan Li, Hao Zhou, Junxian He, et al.2020 · 831 citations
  12. AdapterHub: A Framework for Adapting TransformersConference on Empirical Methods in Natural Language Processing (EMNLP)Jonas Pfeiffer, Andreas Rücklé, Clifton Poth, et al.2020 · 748 citations
  13. Generating Radiology Reports via Memory-driven TransformerConference on Empirical Methods in Natural Language Processing (EMNLP)Zhihong Chen, Yan Song, Tsung-Hui Chang, et al.2020 · 710 citations
  14. Fact or Fiction: Verifying Scientific ClaimsConference on Empirical Methods in Natural Language Processing (EMNLP)David Wadden, Shanchuan Lin, Kyle Lo, et al.2020 · 706 citations
  15. BAE: BERT-based Adversarial Examples for Text ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP)Siddhant Garg, Goutham Ramakrishnan2020 · 665 citations
  16. Scalable Zero-shot Entity Linking with Dense Entity RetrievalConference on Empirical Methods in Natural Language Processing (EMNLP)Ledell Wu, Fabio Petroni, Martin Josifoski, et al.2020 · 618 citations
  17. Event Extraction by Answering (Almost) Natural QuestionsConference on Empirical Methods in Natural Language Processing (EMNLP)Xinya Du, Claire Cardie2020 · 602 citations
  18. ToTTo: A Controlled Table-To-Text Generation DatasetConference on Empirical Methods in Natural Language Processing (EMNLP)Ankur Parikh, Xuezhi Wang, Sebastian Gehrmann, et al.2020 · 479 citations
  19. HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-trainingConference on Empirical Methods in Natural Language Processing (EMNLP)Linjie Li, Yen-Chun Chen, Yu Cheng, et al.2020 · 468 citations
  20. XCOPA: A Multilingual Dataset for Causal Commonsense ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP)Edoardo Maria Ponti, Goran Glavaš, Olga Majewska, et al.2020 · 465 citations
  21. From Zero to Hero: On the Limitations of Zero-Shot Language Transfer with Multilingual TransformersConference on Empirical Methods in Natural Language Processing (EMNLP)Anne Lauscher, Vinit Ravishankar, Ivan Vulić, et al.2020 · 461 citations
  22. Experience Grounds LanguageConference on Empirical Methods in Natural Language Processing (EMNLP)Yonatan Bisk, Ari Holtzman, Jesse Thomason, et al.2020 · 430 citations
  23. Event Extraction as Machine Reading ComprehensionConference on Empirical Methods in Natural Language Processing (EMNLP)Jian Liu, Yubo Chen, Kang Liu, et al.2020 · 420 citations
  24. A Computational Approach to Understanding Empathy Expressed in Text-Based Mental Health SupportConference on Empirical Methods in Natural Language Processing (EMNLP)Ashish Sharma, Adam Miner, David Atkins, et al.2020 · 408 citations
  25. ETC: Encoding Long and Structured Inputs in TransformersConference on Empirical Methods in Natural Language Processing (EMNLP)Joshua Ainslie, Santiago Ontañón, Chris Alberti, et al.2020 · 380 citations
  26. Position-Aware Tagging for Aspect Sentiment Triplet ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP)Lu Xu, Hao Li, Wei Lu, et al.2020 · 370 citations
  27. TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented DialogueConference on Empirical Methods in Natural Language Processing (EMNLP)Chien-Sheng Wu, Steven C.H. Hoi, Richard Socher, et al.2020 · 361 citations
  28. XGLUE: A New Benchmark Dataset for Cross-lingual Pre-training, Understanding and GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Yaobo Liang, Nan Duan, Yeyun Gong, et al.2020 · 356 citations
  29. Reformulating Unsupervised Style Transfer as Paraphrase GenerationKalpesh Krishna, John Wieting, Mohit Iyyer2020 · 348 citations
  30. Information-Theoretic Probing with Minimum Description LengthConference on Empirical Methods in Natural Language Processing (EMNLP)Elena Voita, Ivan Titov2020 · 340 citations
  31. Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERTConference on Empirical Methods in Natural Language Processing (EMNLP)Akshay Smit, Saahil Jain, Pranav Rajpurkar, et al.2020 · 336 citations
  32. Probing Pretrained Language Models for Lexical SemanticsConference on Empirical Methods in Natural Language Processing (EMNLP)Ivan Vulić, Edoardo Maria Ponti, Robert Litschko, et al.2020 · 320 citations
  33. Explainable Automated Fact-Checking for Public Health ClaimsConference on Empirical Methods in Natural Language Processing (EMNLP)Neema Kotonya, Francesca Toni2020 · 314 citations
  34. Double Graph Based Reasoning for Document-level Relation ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP)Shuang Zeng, Runxin Xu, Baobao Chang, et al.2020 · 314 citations
  35. Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP)Yanlin Feng, Xinyue Chen, Bill Yuchen Lin, et al.2020 · 296 citations
  36. Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor LearningConference on Empirical Methods in Natural Language Processing (EMNLP)Yi Yang, Arzoo Katiyar2020 · 291 citations
  37. Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence EncodersConference on Empirical Methods in Natural Language Processing (EMNLP)Jue Wang, Wei Lu2020 · 287 citations
  38. MIME: MIMicking Emotions for Empathetic Response GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Navonil Majumder, Pengfei Hong, Shanshan Peng, et al.2020 · 278 citations
  39. Text Classification Using Label Names Only: A Language Model Self-Training ApproachConference on Empirical Methods in Natural Language Processing (EMNLP)Yu Meng, Yunyi Zhang, Jiaxin Huang, et al.2020 · 274 citations
  40. A Diagnostic Study of Explainability Techniques for Text ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP)Pepa Atanasova, Jakob Grue Simonsen, Christina Lioma, et al.2020 · 273 citations
  41. Zero-Shot Stance Detection: A Dataset and Model using Generalized Topic RepresentationsConference on Empirical Methods in Natural Language Processing (EMNLP)Emily Allaway, Kathleen McKeown2020 · 268 citations
  42. Attention is Not Only a Weight: Analyzing Transformers with Vector NormsConference on Empirical Methods in Natural Language Processing (EMNLP)Goro Kobayashi, Tatsuki Kuribayashi, Sho Yokoi, et al.2020 · 268 citations
  43. Queens are Powerful too: Mitigating Gender Bias in Dialogue GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Emily Dinan, Angela Fan, Adina Williams, et al.2020 · 266 citations
  44. On Extractive and Abstractive Neural Document Summarization with Transformer Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Jonathan Pilault, Raymond Li, Sandeep Subramanian, et al.2020 · 260 citations
  45. MAVEN: A Massive General Domain Event Detection DatasetConference on Empirical Methods in Natural Language Processing (EMNLP)Xiaozhi Wang, Ziqi Wang, Xu Han, et al.2020 · 260 citations
  46. Automatic Machine Translation Evaluation in Many Languages via Zero-Shot ParaphrasingConference on Empirical Methods in Natural Language Processing (EMNLP)Brian Thompson, Matt Post2020 · 259 citations
  47. Re-evaluating Evaluation in Text SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP)Manik Bhandari, Pranav Narayan Gour, Atabak Ashfaq, et al.2020 · 258 citations
  48. The Multilingual Amazon Reviews CorpusConference on Empirical Methods in Natural Language Processing (EMNLP)Phillip Keung, Yichao Lu, György Szarvas, et al.2020 · 256 citations
  49. Learning from Context or Names? An Empirical Study on Neural Relation ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP)Hao Peng, Tianyu Gao, Xu Han, et al.2020 · 255 citations
  50. MedDialog: Large-scale Medical Dialogue DatasetsConference on Empirical Methods in Natural Language Processing (EMNLP)Guangtao Zeng, Wenmian Yang, Zeqian Ju, et al.2020 · 247 citations
  51. Knowledge-Grounded Dialogue Generation with Pre-trained Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Xueliang Zhao, Wei Wu, Can Xu, et al.2020 · 245 citations
  52. Hierarchical Graph Network for Multi-hop Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP)Yuwei Fang, Siqi Sun, Zhe Gan, et al.2020 · 241 citations
  53. MinTL: Minimalist Transfer Learning for Task-Oriented Dialogue SystemsConference on Empirical Methods in Natural Language Processing (EMNLP)Zhaojiang Lin, Andrea Madotto, Genta Indra Winata, et al.2020 · 240 citations
  54. BERT-of-Theseus: Compressing BERT by Progressive Module ReplacingConference on Empirical Methods in Natural Language Processing (EMNLP)Canwen Xu, Wangchunshu Zhou, Tao Ge, et al.2020 · 239 citations
  55. CCAligned: A Massive Collection of Cross-Lingual Web-Document PairsConference on Empirical Methods in Natural Language Processing (EMNLP)Ahmed El-Kishky, Vishrav Chaudhary, Francisco Guzmán, et al.2020 · 229 citations
  56. Understanding the Difficulty of Training TransformersConference on Empirical Methods in Natural Language Processing (EMNLP)Liyuan Liu, Xiaodong Liu, Jianfeng Gao, et al.2020 · 228 citations
  57. Coreferential Reasoning Learning for Language RepresentationConference on Empirical Methods in Natural Language Processing (EMNLP)Deming Ye, Yankai Lin, Jiaju Du, et al.2020 · 225 citations
  58. BLEU might be Guilty but References are not InnocentConference on Empirical Methods in Natural Language Processing (EMNLP)Markus Freitag, David Grangier, Isaac Caswell2020 · 223 citations
  59. SLURP: A Spoken Language Understanding Resource PackageConference on Empirical Methods in Natural Language Processing (EMNLP)Emanuele Bastianelli, Andrea Vanzo, Pawel Swietojanski, et al.2020 · 222 citations
  60. Factual Error Correction for Abstractive Summarization ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Meng Cao, Yue Dong, Jiapeng Wu, et al.2020 · 219 citations
  61. Unsupervised Question Decomposition for Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP)Ethan Perez, Patrick Lewis, Wen-tau Yih, et al.2020 · 218 citations
  62. Birds have four legs?! NumerSense: Probing Numerical Commonsense Knowledge of Pre-Trained Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Bill Yuchen Lin, Seyeon Lee, Rahul Khanna, et al.2020 · 217 citations
  63. TernaryBERT: Distillation-aware Ultra-low Bit BERTConference on Empirical Methods in Natural Language Processing (EMNLP)Wei Zhang, Lu Hou, Yichun Yin, et al.2020 · 213 citations
  64. An Unsupervised Sentence Embedding Method by Mutual Information MaximizationConference on Empirical Methods in Natural Language Processing (EMNLP)Yan Zhang, Ruidan He, Zuozhu Liu, et al.2020 · 213 citations
  65. Multilingual Offensive Language Identification with Cross-lingual EmbeddingsConference on Empirical Methods in Natural Language Processing (EMNLP)Tharindu Ranasinghe, Marcos Zampieri2020 · 211 citations
  66. Entities as Experts: Sparse Memory Access with Entity SupervisionConference on Empirical Methods in Natural Language Processing (EMNLP)Thibault Févry, Livio Baldini Soares, Nicholas FitzGerald, et al.2020 · 206 citations
  67. Optimus: Organizing Sentences via Pre-trained Modeling of a Latent SpaceConference on Empirical Methods in Natural Language Processing (EMNLP)Chunyuan Li, Xiang Gao, Yuan Li, et al.2020 · 206 citations
  68. Training Question Answering Models From Synthetic DataConference on Empirical Methods in Natural Language Processing (EMNLP)Raul Puri, Ryan Spring, Mohammad Shoeybi, et al.2020 · 206 citations
  69. Multi-View Sequence-to-Sequence Models with Conversational Structure for Abstractive Dialogue SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP)Jiaao Chen, Diyi Yang2020 · 204 citations
  70. DAGA: Data Augmentation with a Generation Approach for Low-resource Tagging TasksConference on Empirical Methods in Natural Language Processing (EMNLP)Bosheng Ding, Linlin Liu, Lidong Bing, et al.2020 · 203 citations
  71. We Can Detect Your Bias: Predicting the Political Ideology of News ArticlesConference on Empirical Methods in Natural Language Processing (EMNLP)Ramy Baly, Giovanni Da San Martino, James Glass, et al.2020 · 199 citations
  72. Structured Pruning of Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Ziheng Wang, Jeremy Wohlwend, Tao Lei2020 · 197 citations
  73. Authorship Attribution for Neural Text GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Adaku Uchendu, Thai Le, Kai Shu, et al.2020 · 196 citations
  74. End-to-End Slot Alignment and Recognition for Cross-Lingual NLUConference on Empirical Methods in Natural Language Processing (EMNLP)Weijia Xu, Batool Haider, Saab Mansour2020 · 194 citations
  75. What Can We Learn from Collective Human Opinions on Natural Language Inference Data?Conference on Empirical Methods in Natural Language Processing (EMNLP)Yixin Nie, Xiang Zhou, Mohit Bansal2020 · 193 citations
  76. Exploring and Predicting Transferability across NLP TasksConference on Empirical Methods in Natural Language Processing (EMNLP)Tu Vu, Tong Wang, Tsendsuren Munkhdalai, et al.2020 · 192 citations
  77. Pre-training Multilingual Neural Machine Translation by Leveraging Alignment InformationConference on Empirical Methods in Natural Language Processing (EMNLP)Zehui Lin, Xiao Pan, Mingxuan Wang, et al.2020 · 178 citations
  78. Non-Autoregressive Machine Translation with Latent AlignmentsConference on Empirical Methods in Natural Language Processing (EMNLP)Chitwan Saharia, William Chan, Saurabh Saxena, et al.2020 · 176 citations
  79. Translation Artifacts in Cross-lingual Transfer LearningConference on Empirical Methods in Natural Language Processing (EMNLP)Mikel Artetxe, Gorka Labaka, Eneko Agirre2020 · 175 citations
  80. KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Wenhu Chen, Yu Su, Xifeng Yan, et al.2020 · 174 citations
  81. Zero-Shot Cross-Lingual Transfer with Meta LearningConference on Empirical Methods in Natural Language Processing (EMNLP)Farhad Nooralahzadeh, Giannis Bekoulis, Johannes Bjerva, et al.2020 · 171 citations
  82. Multi-Fact Correction in Abstractive Text SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP)Yue Dong, Shuohang Wang, Zhe Gan, et al.2020 · 163 citations
  83. If beam search is the answer, what was the question?Conference on Empirical Methods in Natural Language Processing (EMNLP)Clara Meister, Ryan Cotterell, Tim Vieira2020 · 163 citations
  84. Towards Persona-Based Empathetic Conversational ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Peixiang Zhong, Chen Zhang, Hao Wang, et al.2020 · 162 citations
  85. On Negative Interference in Multilingual Models: Findings and A Meta-Learning TreatmentConference on Empirical Methods in Natural Language Processing (EMNLP)Zirui Wang, Zachary C. Lipton, Yulia Tsvetkov2020 · 161 citations
  86. MEGATRON-CNTRL: Controllable Story Generation with External Knowledge Using Large-Scale Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Peng Xu, Mostofa Patwary, Mohammad Shoeybi, et al.2020 · 157 citations
  87. SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving Out-of-Domain RobustnessConference on Empirical Methods in Natural Language Processing (EMNLP)Nathan Ng, Kyunghyun Cho, Marzyeh Ghassemi2020 · 155 citations
  88. doc2dial: A Goal-Oriented Document-Grounded Dialogue DatasetConference on Empirical Methods in Natural Language Processing (EMNLP)Song Feng, Hui Wan, Chulaka Gunasekara, et al.2020 · 152 citations
  89. Statistical Power and Translationese in Machine Translation EvaluationConference on Empirical Methods in Natural Language Processing (EMNLP)Yvette Graham, Barry Haddow, Philipp Koehn2020 · 150 citations
  90. TORQUE: A Reading Comprehension Dataset of Temporal Ordering QuestionsQiang Ning, Hao Wu, Rujun Han, et al.2020 · 150 citations
  91. Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific ArticlesConference on Empirical Methods in Natural Language Processing (EMNLP)Yao Lu, Yue Dong, Laurent Charlin2020 · 147 citations
  92. Revealing the Myth of Higher-Order Inference in Coreference ResolutionConference on Empirical Methods in Natural Language Processing (EMNLP)Liyan Xu, Jinho D. Choi2020 · 145 citations
  93. GLUCOSE: GeneraLized and COntextualized Story ExplanationsNasrin Mostafazadeh, Aditya Kalyanpur, Lori Moon, et al.2020 · 144 citations
  94. GRADE: Automatic Graph-Enhanced Coherence Metric for Evaluating Open-Domain Dialogue SystemsConference on Empirical Methods in Natural Language Processing (EMNLP)Lishan Huang, Zheng Ye, Jinghui Qin, et al.2020 · 144 citations
  95. SIMULEVAL: An Evaluation Toolkit for Simultaneous TranslationConference on Empirical Methods in Natural Language Processing (EMNLP)Xutai Ma, Mohammad Javad Dousti, Changhan Wang, et al.2020 · 144 citations
  96. What Have We Achieved on Text Summarization?Conference on Empirical Methods in Natural Language Processing (EMNLP)Dandan Huang, Leyang Cui, Sen Yang, et al.2020 · 143 citations
  97. An Information Bottleneck Approach for Controlling Conciseness in Rationale ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP)Bhargavi Paranjape, Mandar Joshi, John Thickstun, et al.2020 · 137 citations
  98. Grounded Adaptation for Zero-shot Executable Semantic ParsingConference on Empirical Methods in Natural Language Processing (EMNLP)Victor Zhong, Mike Lewis, Sida I. Wang, et al.2020 · 135 citations
  99. An Analysis of Natural Language Inference Benchmarks through the Lens of NegationMd Mosharaf Hossain, Venelin Kovatchev, Pranoy Dutta, et al.2020 · 130 citations
  100. ERNIE-M: Enhanced Multilingual Representation by Aligning Cross-lingual Semantics with Monolingual CorporaConference on Empirical Methods in Natural Language Processing (EMNLP)Xuan Ouyang, Shuohuan Wang, Chao Pang, et al.2020 · 127 citations

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