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EMNLP 2020: all accepted papers

787 papers · page 2 of 8 · the most cited first · ← EMNLP 2020

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  1. Unsupervised Question Decomposition for Question AnsweringEthan Perez, Patrick Lewis, Wen-tau Yih et al.120 citations · our summary
  2. Authorship Attribution for Neural Text GenerationAdaku Uchendu, Thai Le, Kai Shu et al.118 citations · our summary
  3. INSPIRED: Toward Sociable Recommendation Dialog Systems ↗Shirley Anugrah Hayati, Dongyeop Kang, Qingxiaoyang Zhu et al.118 citations
  4. Birds have four legs?! NumerSense: Probing Numerical Commonsense Knowledge of Pre-Trained Language ModelsBill Yuchen Lin, Seyeon Lee, Rahul Khanna et al.117 citations · our summary
  5. Multi-View Sequence-to-Sequence Models with Conversational Structure for Abstractive Dialogue SummarizationJiaao Chen, Diyi Yang117 citations · our summary
  6. Exploring and Evaluating Attributes, Values, and Structures for Entity Alignment ↗Zhiyuan Liu, Yixin Cao, Liangming Pan et al.116 citations
  7. End-to-End Slot Alignment and Recognition for Cross-Lingual NLUWeijia Xu, Batool Haider, Saab Mansour114 citations · our summary
  8. KGPT: Knowledge-Grounded Pre-Training for Data-to-Text GenerationWenhu Chen, Yu Su, Xifeng Yan et al.113 citations · our summary
  9. OpenIE6: Iterative Grid Labeling and Coordination Analysis for Open Information Extraction ↗Keshav Kolluru, Vaibhav Adlakha, Samarth Aggarwal et al.111 citations
  10. Semantic Evaluation for Text-to-SQL with Distilled Test Suites ↗Ruiqi Zhong, Tao Yu, Dan Klein111 citations
  11. A Time-Aware Transformer Based Model for Suicide Ideation Detection on Social Media ↗Ramit Sawhney, Harshit Joshi, Saumya Gandhi et al.110 citations
  12. Message Passing for Hyper-Relational Knowledge Graphs ↗Mikhail Galkin, Priyansh Trivedi, Gaurav Maheshwari et al.110 citations
  13. Efficient One-Pass End-to-End Entity Linking for Questions ↗Belinda Z. Li, Sewon Min, Srinivasan Iyer et al.109 citations
  14. Towards Persona-Based Empathetic Conversational ModelsPeixiang Zhong, Chen Zhang, Hao Wang et al.109 citations · our summary
  15. BLEU might be Guilty but References are not InnocentMarkus Freitag, David Grangier, Isaac Caswell106 citations · our summary
  16. Non-Autoregressive Machine Translation with Latent AlignmentsChitwan Saharia, William Chan, Saurabh Saxena et al.106 citations · our summary
  17. Zero-Shot Cross-Lingual Transfer with Meta LearningFarhad Nooralahzadeh, Giannis Bekoulis, Johannes Bjerva et al.105 citations · our summary
  18. Content Planning for Neural Story Generation with Aristotelian Rescoring ↗Seraphina Goldfarb-Tarrant, Tuhin Chakrabarty, Ralph Weischedel et al.103 citations
  19. Infusing Disease Knowledge into BERT for Health Question Answering, Medical Inference and Disease Name Recognition ↗Yun He, Ziwei Zhu, Yin Zhang et al.103 citations
  20. CoDEx: A Comprehensive Knowledge Graph Completion Benchmark ↗Tara Safavi, Danai Koutra101 citations
  21. Hate-Speech and Offensive Language Detection in Roman Urdu ↗Hammad Rizwan, Muhammad Haroon Shakeel, Asim Karim101 citations
  22. Joint Constrained Learning for Event-Event Relation Extraction ↗Haoyu Wang, Muhao Chen, Hongming Zhang et al.100 citations
  23. MEGATRON-CNTRL: Controllable Story Generation with External Knowledge Using Large-Scale Language ModelsPeng Xu, Mostofa Patwary, Mohammad Shoeybi et al.100 citations · our summary
  24. Pre-training Multilingual Neural Machine Translation by Leveraging Alignment InformationZehui Lin, Xiao Pan, Mingxuan Wang et al.100 citations · our summary
  25. Exploring and Predicting Transferability across NLP TasksTu Vu, Tong Wang, Tsendsuren Munkhdalai et al.98 citations · our summary
  26. Learning Which Features Matter: RoBERTa Acquires a Preference for Linguistic Generalizations (Eventually) ↗Alex Warstadt, Yian Zhang, Xiaocheng Li et al.98 citations
  27. Multi-Fact Correction in Abstractive Text SummarizationYue Dong, Shuohang Wang, Zhe Gan et al.98 citations · our summary
  28. Towards Debiasing NLU Models from Unknown Biases ↗Prasetya Ajie Utama, Nafise Sadat Moosavi, Iryna Gurevych98 citations
  29. CCAligned: A Massive Collection of Cross-Lingual Web-Document PairsAhmed El-Kishky, Vishrav Chaudhary, Francisco Guzmán et al.97 citations · our summary
  30. With More Contexts Comes Better Performance: Contextualized Sense Embeddings for All-Round Word Sense Disambiguation ↗Bianca Scarlini, Tommaso Pasini, Roberto Navigli96 citations
  31. Language Generation with Multi-Hop Reasoning on Commonsense Knowledge Graph ↗Haozhe Ji, Pei Ke, Shaohan Huang et al.95 citations
  32. SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving Out-of-Domain RobustnessNathan Ng, Kyunghyun Cho, Marzyeh Ghassemi95 citations · our summary
  33. Structured Pruning of Large Language ModelsZiheng Wang, Jeremy Wohlwend, Tao Lei95 citations · our summary
  34. Multimodal Routing: Improving Local and Global Interpretability of Multimodal Language Analysis ↗Yao-Hung Hubert Tsai, Martin Ma, Muqiao Yang et al.94 citations
  35. X-LXMERT: Paint, Caption and Answer Questions with Multi-Modal Transformers ↗Jaemin Cho, Jiasen Lu, Dustin Schwenk et al.93 citations
  36. End-to-End Emotion-Cause Pair Extraction based on Sliding Window Multi-Label Learning ↗Zixiang Ding, Rui Xia, Jianfei Yu90 citations
  37. If beam search is the answer, what was the question?Clara Meister, Ryan Cotterell, Tim Vieira · 🏆 Honorable Mention Paper90 citations · our summary
  38. UDapter: Language Adaptation for Truly Universal Dependency Parsing ↗Ahmet Üstün, Arianna Bisazza, Gosse Bouma et al.87 citations
  39. An Information Bottleneck Approach for Controlling Conciseness in Rationale ExtractionBhargavi Paranjape, Mandar Joshi, John Thickstun et al.86 citations · our summary
  40. Neural Extractive Summarization with Hierarchical Attentive Heterogeneous Graph Network ↗Ruipeng Jia, Yanan Cao, Hengzhu Tang et al.86 citations
  41. Grounded Adaptation for Zero-shot Executable Semantic ParsingVictor Zhong, Mike Lewis, Sida I. Wang et al.85 citations · our summary
  42. Multi-Dimensional Gender Bias Classification ↗Emily Dinan, Angela Fan, Ledell Wu et al.85 citations
  43. X-FACTR: Multilingual Factual Knowledge Retrieval from Pretrained Language Models ↗Zhengbao Jiang, Antonios Anastasopoulos, Jun Araki et al.84 citations
  44. doc2dial: A Goal-Oriented Document-Grounded Dialogue DatasetSong Feng, Hui Wan, Chulaka Gunasekara et al.83 citations · our summary
  45. Revealing the Myth of Higher-Order Inference in Coreference ResolutionLiyan Xu, Jinho D. Choi82 citations · our summary
  46. SelfORE: Self-supervised Relational Feature Learning for Open Relation Extraction ↗Xuming Hu, Lijie Wen, Yusong Xu et al.82 citations
  47. VD-BERT: A Unified Vision and Dialog Transformer with BERT ↗Yue Wang, Shafiq Joty, Michael Lyu et al.82 citations
  48. With Little Power Comes Great Responsibility ↗Dallas Card, Peter Henderson, Urvashi Khandelwal et al.82 citations
  49. TORQUE: A Reading Comprehension Dataset of Temporal Ordering QuestionsQiang Ning, Hao Wu, Rujun Han et al.81 citations · our summary
  50. Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific ArticlesYao Lu, Yue Dong, Laurent Charlin80 citations · our summary
  51. Statistical Power and Translationese in Machine Translation EvaluationYvette Graham, Barry Haddow, Philipp Koehn80 citations · our summary
  52. Knowledge Association with Hyperbolic Knowledge Graph Embeddings ↗Zequn Sun, Muhao Chen, Wei Hu et al.79 citations
  53. Temporal Knowledge Base Completion: New Algorithms and Evaluation Protocols ↗Prachi Jain, Sushant Rathi, Mausam et al.79 citations
  54. Re-examining the Role of Schema Linking in Text-to-SQL ↗Wenqiang Lei, Weixin Wang, Zhixin Ma et al.78 citations
  55. Translation Artifacts in Cross-lingual Transfer LearningMikel Artetxe, Gorka Labaka, Eneko Agirre78 citations · our summary
  56. What Can We Learn from Collective Human Opinions on Natural Language Inference Data?Yixin Nie, Xiang Zhou, Mohit Bansal78 citations · our summary
  57. What Do Position Embeddings Learn? An Empirical Study of Pre-Trained Language Model Positional Encoding ↗Yu-An Wang, Yun-Nung Chen78 citations
  58. Event Detection: Gate Diversity and Syntactic Importance Scores for Graph Convolution Neural Networks ↗Viet Dac Lai, Tuan Ngo Nguyen, Thien Huu Nguyen77 citations
  59. GLUCOSE: GeneraLized and COntextualized Story ExplanationsNasrin Mostafazadeh, Aditya Kalyanpur, Lori Moon et al. · 🏆 Honorable Mention Paper77 citations · our summary
  60. GRADE: Automatic Graph-Enhanced Coherence Metric for Evaluating Open-Domain Dialogue SystemsLishan Huang, Zheng Ye, Jinghui Qin et al.77 citations · our summary
  61. On Negative Interference in Multilingual Models: Findings and A Meta-Learning TreatmentZirui Wang, Zachary C. Lipton, Yulia Tsvetkov77 citations · our summary
  62. An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels ↗Ilias Chalkidis, Manos Fergadiotis, Sotiris Kotitsas et al.76 citations
  63. Coarse-to-Fine Query Focused Multi-Document Summarization ↗Yumo Xu, Mirella Lapata76 citations
  64. STORIUM: A Dataset and Evaluation Platform for Machine-in-the-Loop Story Generation ↗Nader Akoury, Shufan Wang, Josh Whiting et al.75 citations
  65. Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks ↗Trapit Bansal, Rishikesh Jha, Tsendsuren Munkhdalai et al.75 citations
  66. Vokenization: Improving Language Understanding with Contextualized, Visual-Grounded Supervision ↗Hao Tan, Mohit Bansal75 citations
  67. Named Entity Recognition for Social Media Texts with Semantic Augmentation ↗Yuyang Nie, Yuanhe Tian, Xiang Wan et al.74 citations
  68. POINTER: Constrained Progressive Text Generation via Insertion-based Generative Pre-training ↗Yizhe Zhang, Guoyin Wang, Chunyuan Li et al.74 citations
  69. SlotRefine: A Fast Non-Autoregressive Model for Joint Intent Detection and Slot Filling ↗Di Wu, Liang Ding, Fan Lu et al.74 citations
  70. What Have We Achieved on Text Summarization?Dandan Huang, Leyang Cui, Sen Yang et al.74 citations · our summary
  71. Where Are the Facts? Searching for Fact-checked Information to Alleviate the Spread of Fake News ↗Nguyen Vo, Kyumin Lee74 citations
  72. A Simple and Effective Model for Answering Multi-span Questions ↗Elad Segal, Avia Efrat, Mor Shoham et al.73 citations
  73. Bridging the Gap between Prior and Posterior Knowledge Selection for Knowledge-Grounded Dialogue Generation ↗Xiuyi Chen, Fandong Meng, Peng Li et al.73 citations
  74. Imitation Attacks and Defenses for Black-box Machine Translation Systems ↗Eric Wallace, Mitchell Stern, Dawn Song73 citations
  75. Keep CALM and Explore: Language Models for Action Generation in Text-based GamesShunyu Yao, Rohan Rao, Matthew Hausknecht et al.73 citations · our summary
  76. De-Biased Court's View Generation with Causality ↗Yiquan Wu, Kun Kuang, Yating Zhang et al.72 citations
  77. Dialogue Response Ranking Training with Large-Scale Human Feedback Data ↗Xiang Gao, Yizhe Zhang, Michel Galley et al.72 citations
  78. DyERNIE: Dynamic Evolution of Riemannian Manifold Embeddings for Temporal Knowledge Graph Completion ↗Zhen Han, Peng Chen, Yunpu Ma et al.72 citations
  79. Sequence-Level Mixed Sample Data Augmentation ↗Demi Guo, Yoon Kim, Alexander Rush72 citations
  80. SIMULEVAL: An Evaluation Toolkit for Simultaneous TranslationXutai Ma, Mohammad Javad Dousti, Changhan Wang et al. · System Demonstrations71 citations · our summary
  81. Low-Resource Domain Adaptation for Compositional Task-Oriented Semantic Parsing ↗Xilun Chen, Asish Ghoshal, Yashar Mehdad et al.70 citations
  82. Retrofitting Structure-aware Transformer Language Model for End Tasks ↗Hao Fei, Yafeng Ren, Donghong Ji70 citations
  83. Connecting the Dots: Event Graph Schema Induction with Path Language Modeling ↗Manling Li, Qi Zeng, Ying Lin et al.69 citations
  84. A Knowledge-Aware Sequence-to-Tree Network for Math Word Problem Solving ↗Qinzhuo Wu, Qi Zhang, Jinlan Fu et al.68 citations
  85. CAT-Gen: Improving Robustness in NLP Models via Controlled Adversarial Text Generation ↗Tianlu Wang, Xuezhi Wang, Yao Qin et al.68 citations
  86. Entity Linking in 100 LanguagesJan A. Botha, Zifei Shan, Daniel Gillick68 citations · our summary
  87. An Empirical Study of Pre-trained Transformers for Arabic Information Extraction ↗Wuwei Lan, Yang Chen, Wei Xu et al.67 citations
  88. SeqMix: Augmenting Active Sequence Labeling via Sequence Mixup ↗Rongzhi Zhang, Yue Yu, Chao Zhang67 citations
  89. Text Segmentation by Cross Segment Attention ↗Michal Lukasik, Boris Dadachev, Kishore Papineni et al.67 citations
  90. Aspect Sentiment Classification with Aspect-Specific Opinion Spans ↗Lu Xu, Lidong Bing, Wei Lu et al.66 citations
  91. Unified Feature and Instance Based Domain Adaptation for Aspect-Based Sentiment Analysis ↗Chenggong Gong, Jianfei Yu, Rui Xia66 citations
  92. LibKGE - A knowledge graph embedding library for reproducible research ↗Samuel Broscheit, Daniel Ruffinelli, Adrian Kochsiek et al. · System Demonstrations65 citations
  93. Seq2Edits: Sequence Transduction Using Span-level Edit Operations ↗Felix Stahlberg, Shankar Kumar65 citations
  94. VMSMO: Learning to Generate Multimodal Summary for Video-based News Articles ↗Mingzhe Li, Xiuying Chen, Shen Gao et al.65 citations
  95. Data Boost: Text Data Augmentation Through Reinforcement Learning Guided Conditional Generation ↗Ruibo Liu, Guangxuan Xu, Chenyan Jia et al.64 citations
  96. Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference ↗Jianguo Zhang, Kazuma Hashimoto, Wenhao Liu et al.64 citations
  97. Exploiting Structured Knowledge in Text via Graph-Guided Representation Learning ↗Tao Shen, Yi Mao, Pengcheng He et al.63 citations
  98. An Analysis of Natural Language Inference Benchmarks through the Lens of NegationMd Mosharaf Hossain, Venelin Kovatchev, Pranoy Dutta et al.62 citations · our summary
  99. Dynamic Anticipation and Completion for Multi-Hop Reasoning over Sparse Knowledge Graph ↗Xin Lv, Xu Han, Lei Hou et al.62 citations
  100. Like hiking? You probably enjoy nature: Persona-grounded Dialog with Commonsense Expansions ↗Bodhisattwa Prasad Majumder, Harsh Jhamtani, Taylor Berg-Kirkpatrick et al.62 citations

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