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ACL 2020: all accepted papers

871 papers · page 1 of 9 · the most cited first · ← ACL 2020

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  1. BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and ComprehensionMike Lewis, Yinhan Liu, Naman Goyal et al.8,244 citations · our summary
  2. Unsupervised Cross-lingual Representation Learning at ScaleAlexis Conneau, Kartikay Khandelwal, Naman Goyal et al.5,335 citations
  3. Don't Stop Pretraining: Adapt Language Models to Domains and TasksSuchin Gururangan, Ana Marasović, Swabha Swayamdipta et al. · 🏆 Honorable Mention for Best Overall Paper1,992 citations
  4. Stanza: A Python Natural Language Processing Toolkit for Many Human LanguagesPeng Qi, Yuhao Zhang, Yuhui Zhang et al. · System Demonstrations1,431 citations · our summary
  5. On Faithfulness and Factuality in Abstractive SummarizationJoshua Maynez, Shashi Narayan, Bernd Bohnet et al.1,118 citations
  6. DIALOGPT : Large-Scale Generative Pre-training for Conversational Response GenerationYizhe Zhang, Siqi Sun, Michel Galley et al. · System Demonstrations1,046 citations
  7. Climbing towards NLU: On Meaning, Form, and Understanding in the Age of DataEmily M. Bender, Alexander Koller · 🏆 Best Theme Paper1,032 citations · our summary
  8. Language (Technology) is Power: A Critical Survey of “Bias” in NLPSu Lin Blodgett, Solon Barocas, Hal Daumé III et al.1,021 citations · our summary
  9. BLEURT: Learning Robust Metrics for Text GenerationThibault Sellam, Dipanjan Das, Ankur Parikh961 citations
  10. Quantifying Attention Flow in TransformersSamira Abnar, Willem Zuidema923 citations · our summary
  11. Beyond Accuracy: Behavioral Testing of NLP Models with CheckListMarco Tulio Ribeiro, Tongshuang Wu, Carlos Guestrin et al. · 🏆 Best Overall Paper866 citations
  12. GoEmotions: A Dataset of Fine-Grained EmotionsDorottya Demszky, Dana Movshovitz-Attias, Jeongwoo Ko et al.804 citations
  13. CamemBERT: a Tasty French Language ModelLouis Martin, Benjamin Muller, Pedro Javier Ortiz Suárez et al.754 citations · our summary
  14. MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited DevicesZhiqing Sun, Hongkun Yu, Xiaodan Song et al.739 citations · our summary
  15. The State and Fate of Linguistic Diversity and Inclusion in the NLP WorldPratik Joshi, Sebastin Santy, Amar Budhiraja et al.734 citations · our summary
  16. Integrating Multimodal Information in Large Pretrained TransformersWasifur Rahman, Md Kamrul Hasan, Sangwu Lee et al.673 citations · our summary
  17. Relational Graph Attention Network for Aspect-based Sentiment AnalysisKai Wang, Weizhou Shen, Yunyi Yang et al.665 citations · our summary
  18. A Novel Cascade Binary Tagging Framework for Relational Triple ExtractionZhepei Wei, Jianlin Su, Yue Wang et al.649 citations · our summary
  19. Dice Loss for Data-imbalanced NLP TasksXiaoya Li, Xiaofei Sun, Yuxian Meng et al.646 citations · our summary
  20. A Unified MRC Framework for Named Entity RecognitionXiaoya Li, Jingrong Feng, Yuxian Meng et al.644 citations · our summary
  21. Adversarial NLI: A New Benchmark for Natural Language UnderstandingYixin Nie, Adina Williams, Emily Dinan et al.637 citations
  22. On the Cross-lingual Transferability of Monolingual RepresentationsMikel Artetxe, Sebastian Ruder, Dani Yogatama598 citations · our summary
  23. ERASER: A Benchmark to Evaluate Rationalized NLP ModelsJay DeYoung, Sarthak Jain, Nazneen Fatema Rajani et al.540 citations · our summary
  24. TaPas: Weakly Supervised Table Parsing via Pre-trainingJonathan Herzig, Pawel Krzysztof Nowak, Thomas Müller et al.535 citations · our summary
  25. RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL ParsersBailin Wang, Richard Shin, Xiaodong Liu et al.512 citations · our summary
  26. Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base EmbeddingsApoorv Saxena, Aditay Tripathi, Partha Talukdar505 citations · our summary
  27. MIND: A Large-scale Dataset for News RecommendationFangzhao Wu, Ying Qiao, Jiun-Hung Chen et al.487 citations · our summary
  28. Towards Faithfully Interpretable NLP Systems: How Should We Define and Evaluate Faithfulness?Alon Jacovi, Yoav Goldberg480 citations · our summary
  29. SPECTER: Document-level Representation Learning using Citation-informed TransformersArman Cohan, Sergey Feldman, Iz Beltagy et al.475 citations · our summary
  30. TaBERT: Pretraining for Joint Understanding of Textual and Tabular DataPengcheng Yin, Graham Neubig, Wen-tau Yih et al.475 citations · our summary
  31. Named Entity Recognition as Dependency ParsingJuntao Yu, Bernd Bohnet, Massimo Poesio458 citations · our summary
  32. FLAT: Chinese NER Using Flat-Lattice TransformerXiaonan Li, Hang Yan, Xipeng Qiu et al.441 citations · our summary
  33. CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of ModalityWenmeng Yu, Hua Xu, Fanyang Meng et al.440 citations · our summary
  34. S2ORC: The Semantic Scholar Open Research CorpusKyle Lo, Lucy Lu Wang, Mark Neumann et al.434 citations
  35. Extractive Summarization as Text MatchingMing Zhong, Pengfei Liu, Yiran Chen et al.413 citations · our summary
  36. GCAN: Graph-aware Co-Attention Networks for Explainable Fake News Detection on Social MediaYi-Ju Lu, Cheng-Te Li405 citations · our summary
  37. Multilingual Universal Sentence Encoder for Semantic RetrievalYinfei Yang, Daniel Cer, Amin Ahmad et al. · System Demonstrations399 citations · our summary
  38. MLQA: Evaluating Cross-lingual Extractive Question AnsweringPatrick Lewis, Barlas Oguz, Ruty Rinott et al.387 citations · our summary
  39. A Joint Neural Model for Information Extraction with Global FeaturesYing Lin, Heng Ji, Fei Huang et al.383 citations · our summary
  40. A Transformer-based Approach for Source Code SummarizationWasi Ahmad, Saikat Chakraborty, Baishakhi Ray et al.378 citations
  41. How Does NLP Benefit Legal System: A Summary of Legal Artificial IntelligenceHaoxi Zhong, Chaojun Xiao, Cunchao Tu et al.367 citations · our summary
  42. Low-Dimensional Hyperbolic Knowledge Graph EmbeddingsInes Chami, Adva Wolf, Da-Cheng Juan et al.363 citations · our summary
  43. MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text ClassificationJiaao Chen, Zichao Yang, Diyi Yang347 citations · our summary
  44. Asking and Answering Questions to Evaluate the Factual Consistency of SummariesAlex Wang, Kyunghyun Cho, Mike Lewis346 citations
  45. Dependency Graph Enhanced Dual-transformer Structure for Aspect-based Sentiment ClassificationHao Tang, Donghong Ji, Chenliang Li et al.344 citations · our summary
  46. Weight Poisoning Attacks on Pretrained ModelsKeita Kurita, Paul Michel, Graham Neubig340 citations · our summary
  47. Social Bias Frames: Reasoning about Social and Power Implications of LanguageMaarten Sap, Saadia Gabriel, Lianhui Qin et al.332 citations · our summary
  48. DeeBERT: Dynamic Early Exiting for Accelerating BERT InferenceJi Xin, Raphael Tang, Jaejun Lee et al.329 citations · our summary
  49. Every Document Owns Its Structure: Inductive Text Classification via Graph Neural NetworksYufeng Zhang, Xueli Yu, Zeyu Cui et al.317 citations
  50. Reasoning with Latent Structure Refinement for Document-Level Relation ExtractionGuoshun Nan, Zhijiang Guo, Ivan Sekulic et al.305 citations · our summary
  51. Pretrained Transformers Improve Out-of-Distribution RobustnessDan Hendrycks, Xiaoyuan Liu, Eric Wallace et al.298 citations · our summary
  52. Span-based Localizing Network for Natural Language Video LocalizationHao Zhang, Aixin Sun, Wei Jing et al.297 citations
  53. Simplify the Usage of Lexicon in Chinese NERRuotian Ma, Minlong Peng, Qi Zhang et al.294 citations
  54. Heterogeneous Graph Neural Networks for Extractive Document SummarizationDanqing Wang, Pengfei Liu, Yining Zheng et al.285 citations · our summary
  55. Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal TransformerJianfei Yu, Jing Jiang, Li Yang et al.281 citations · our summary
  56. SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment AnalysisHao Tian, Can Gao, Xinyan Xiao et al.272 citations · our summary
  57. Social Biases in NLP Models as Barriers for Persons with DisabilitiesBen Hutchinson, Vinodkumar Prabhakaran, Emily Denton et al.268 citations · our summary
  58. FastBERT: a Self-distilling BERT with Adaptive Inference TimeWeijie Liu, Peng Zhou, Zhiruo Wang et al.263 citations · our summary
  59. Null It Out: Guarding Protected Attributes by Iterative Nullspace ProjectionShauli Ravfogel, Yanai Elazar, Hila Gonen et al.263 citations · our summary
  60. Discourse-Aware Neural Extractive Text SummarizationJiacheng Xu, Zhe Gan, Yu Cheng et al.260 citations · our summary
  61. Evaluating Explainable AI: Which Algorithmic Explanations Help Users Predict Model Behavior?Peter Hase, Mohit Bansal246 citations · our summary
  62. Automatic Detection of Generated Text is Easiest when Humans are FooledDaphne Ippolito, Daniel Duckworth, Chris Callison-Burch et al.243 citations · our summary
  63. HAT: Hardware-Aware Transformers for Efficient Natural Language ProcessingHanrui Wang, Zhanghao Wu, Zhijian Liu et al.225 citations · our summary
  64. Negated and Misprimed Probes for Pretrained Language Models: Birds Can Talk, But Cannot FlyNora Kassner, Hinrich Schütze223 citations · our summary
  65. PLATO: Pre-trained Dialogue Generation Model with Discrete Latent VariableSiqi Bao, Huang He, Fan Wang et al.220 citations · our summary
  66. BPE-Dropout: Simple and Effective Subword RegularizationIvan Provilkov, Dmitrii Emelianenko, Elena Voita218 citations · our summary
  67. Improving Massively Multilingual Neural Machine Translation and Zero-Shot TranslationBiao Zhang, Philip Williams, Ivan Titov et al.215 citations · our summary
  68. Spelling Error Correction with Soft-Masked BERTShaohua Zhang, Haoran Huang, Jicong Liu et al.215 citations · our summary
  69. GAN-BERT: Generative Adversarial Learning for Robust Text Classification with a Bunch of Labeled ExamplesDanilo Croce, Giuseppe Castellucci, Roberto Basili202 citations
  70. Query Graph Generation for Answering Multi-hop Complex Questions from Knowledge BasesYunshi Lan, Jing Jiang202 citations
  71. Emerging Cross-lingual Structure in Pretrained Language ModelsAlexis Conneau, Shijie Wu, Haoran Li et al.196 citations · our summary
  72. Word-level Textual Adversarial Attacking as Combinatorial OptimizationYuan Zang, Fanchao Qi, Chenghao Yang et al.195 citations · our summary
  73. Modelling Context and Syntactical Features for Aspect-based Sentiment AnalysisMinh Hieu Phan, Philip O. Ogunbona194 citations
  74. Hierarchy-Aware Global Model for Hierarchical Text ClassificationJie Zhou, Chunping Ma, Dingkun Long et al.193 citations
  75. Masked Language Model ScoringJulian Salazar, Davis Liang, Toan Q. Nguyen et al.191 citations · our summary
  76. Relation-Aware Collaborative Learning for Unified Aspect-Based Sentiment AnalysisZhuang Chen, Tieyun Qian187 citations · our summary
  77. Efficient Dialogue State Tracking by Selectively Overwriting MemorySungdong Kim, Sohee Yang, Gyuwan Kim et al.186 citations · our summary
  78. Fine-grained Fact Verification with Kernel Graph Attention NetworkZhenghao Liu, Chenyan Xiong, Maosong Sun et al.183 citations · our summary
  79. TVQA+: Spatio-Temporal Grounding for Video Question AnsweringJie Lei, Licheng Yu, Tamara Berg et al.183 citations
  80. Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection NetworkYutai Hou, Wanxiang Che, Yongkui Lai et al.182 citations · our summary
  81. Tangled up in BLEU: Reevaluating the Evaluation of Automatic Machine Translation Evaluation MetricsNitika Mathur, Timothy Baldwin, Trevor Cohn · 🏆 Honorable Mention for Best Overall Paper182 citations · our summary
  82. Good-Enough Compositional Data AugmentationJacob Andreas175 citations · our summary
  83. Unsupervised Domain Clusters in Pretrained Language ModelsRoee Aharoni, Yoav Goldberg175 citations · our summary
  84. Pyramid: A Layered Model for Nested Named Entity RecognitionJue Wang, Lidan Shou, Ke Chen et al.174 citations
  85. Distinguish Confusing Law Articles for Legal Judgment PredictionNuo Xu, Pinghui Wang, Long Chen et al.172 citations · our summary
  86. Reasoning with Multimodal Sarcastic Tweets via Modeling Cross-Modality Contrast and Semantic AssociationNan Xu, Zhixiong Zeng, Wenji Mao172 citations · our summary
  87. Can You Put it All Together: Evaluating Conversational Agents' Ability to Blend SkillsEric Michael Smith, Mary Williamson, Kurt Shuster et al.170 citations · our summary
  88. MART: Memory-Augmented Recurrent Transformer for Coherent Video Paragraph CaptioningJie Lei, Liwei Wang, Yelong Shen et al.170 citations
  89. SpanMlt: A Span-based Multi-Task Learning Framework for Pair-wise Aspect and Opinion Terms ExtractionHe Zhao, Longtao Huang, Rong Zhang et al.169 citations
  90. Adversarial and Domain-Aware BERT for Cross-Domain Sentiment AnalysisChunning Du, Haifeng Sun, Jingyu Wang et al.168 citations
  91. Towards Conversational Recommendation over Multi-Type DialogsZeming Liu, Haifeng Wang, Zheng-Yu Niu et al.168 citations · our summary
  92. Injecting Numerical Reasoning Skills into Language ModelsMor Geva, Ankit Gupta, Jonathan Berant162 citations · our summary
  93. Intermediate-Task Transfer Learning with Pretrained Language Models: When and Why Does It Work?Yada Pruksachatkun, Jason Phang, Haokun Liu et al.162 citations · our summary
  94. SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized OptimizationHaoming Jiang, Pengcheng He, Weizhu Chen et al.162 citations · our summary
  95. SenseBERT: Driving Some Sense into BERTYoav Levine, Barak Lenz, Or Dagan et al.162 citations · our summary
  96. End-to-End Neural Pipeline for Goal-Oriented Dialogue Systems using GPT-2Donghoon Ham, Jeong-Gwan Lee, Youngsoo Jang et al.161 citations · our summary
  97. Information-Theoretic Probing for Linguistic StructureTiago Pimentel, Josef Valvoda, Rowan Hall Maudslay et al.160 citations · our summary
  98. Optimizing the Factual Correctness of a Summary: A Study of Summarizing Radiology ReportsYuhao Zhang, Derek Merck, Emily Tsai et al.160 citations · our summary
  99. Curriculum Learning for Natural Language UnderstandingBenfeng Xu, Licheng Zhang, Zhendong Mao et al.158 citations · our summary
  100. Learning to Deceive with Attention-Based ExplanationsDanish Pruthi, Mansi Gupta, Bhuwan Dhingra et al.157 citations · our summary

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