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ACL 2021: all accepted papers

795 papers · page 1 of 8 · the most cited first · ← ACL 2021

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  1. Prefix-Tuning: Optimizing Continuous Prompts for GenerationXiang Lisa Li, Percy Liang · Long Papers2,324 citations
  2. Making Pre-trained Language Models Better Few-shot LearnersTianyu Gao, Adam Fisch, Danqi Chen · Long Papers1,254 citations · our summary
  3. StereoSet: Measuring stereotypical bias in pretrained language modelsMoin Nadeem, Anna Bethke, Siva Reddy · Long Papers605 citations · our summary
  4. LayoutLMv2: Multi-modal Pre-training for Visually-rich Document UnderstandingYang Xu, Yiheng Xu, Tengchao Lv et al. · Long Papers482 citations · our summary
  5. ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation TransferYuanmeng Yan, Rumei Li, Sirui Wang et al. · Long Papers474 citations · our summary
  6. ARBERT & MARBERT: Deep Bidirectional Transformers for ArabicMuhammad Abdul-Mageed, AbdelRahim Elmadany, El Moatez Billah Nagoudi · Long Papers397 citations
  7. Dual Graph Convolutional Networks for Aspect-based Sentiment AnalysisRuifan Li, Hao Chen, Fangxiang Feng et al. · Long Papers374 citations · our summary
  8. DeCLUTR: Deep Contrastive Learning for Unsupervised Textual RepresentationsJohn Giorgi, Osvald Nitski, Bo Wang et al. · Long Papers350 citations · our summary
  9. Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-TuningArmen Aghajanyan, Sonal Gupta, Luke Zettlemoyer · Long Papers · 🏆 Outstanding Paper335 citations · our summary
  10. VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and InterpretationChanghan Wang, Morgane Riviere, Ann Lee et al. · Long Papers329 citations · our summary
  11. MMGCN: Multimodal Fusion via Deep Graph Convolution Network for Emotion Recognition in ConversationJingwen Hu, Yuchen Liu, Jinming Zhao et al. · Long Papers326 citations
  12. Cross-modal Memory Networks for Radiology Report GenerationZhihong Chen, Yaling Shen, Yan Song et al. · Long Papers321 citations
  13. A Unified Generative Framework for Aspect-based Sentiment AnalysisHang Yan, Junqi Dai, Tuo Ji et al. · Long Papers298 citations · our summary
  14. All That's `Human' Is Not Gold: Evaluating Human Evaluation of Generated TextElizabeth Clark, Tal August, Sofia Serrano et al. · Long Papers · 🏆 Outstanding Paper275 citations
  15. Directed Acyclic Graph Network for Conversational Emotion RecognitionWeizhou Shen, Siyue Wu, Yunyi Yang et al. · Long Papers274 citations · our summary
  16. Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic CoherenceFederico Bianchi, Silvia Terragni, Dirk Hovy · Short Papers269 citations · our summary
  17. A Unified Generative Framework for Various NER SubtasksHang Yan, Tao Gui, Junqi Dai et al. · Long Papers267 citations · our summary
  18. PRGC: Potential Relation and Global Correspondence Based Joint Relational Triple ExtractionHengyi Zheng, Rui Wen, Xi Chen et al. · Long Papers244 citations
  19. DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in ConversationsDou Hu, Lingwei Wei, Xiaoyong Huai · Long Papers238 citations
  20. UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive LearningWei Li, Can Gao, Guocheng Niu et al. · Long Papers231 citations · our summary
  21. Missing Modality Imagination Network for Emotion Recognition with Uncertain Missing ModalitiesJinming Zhao, Ruichen Li, Qin Jin · Long Papers229 citations
  22. Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event ExtractionYaojie Lu, Hongyu Lin, Jin Xu et al. · Long Papers229 citations · our summary
  23. WARP: Word-level Adversarial ReProgrammingKaren Hambardzumyan, Hrant Khachatrian, Jonathan May · Long Papers227 citations
  24. Towards Emotional Support Dialog SystemsSiyang Liu, Chujie Zheng, Orianna Demasi et al. · Long Papers216 citations · our summary
  25. Few-NERD: A Few-shot Named Entity Recognition DatasetNing Ding, Guangwei Xu, Yulin Chen et al. · Long Papers212 citations · our summary
  26. SimCLS: A Simple Framework for Contrastive Learning of Abstractive SummarizationYixin Liu, Pengfei Liu · Short Papers212 citations · our summary
  27. Parameter-Efficient Transfer Learning with Diff PruningDemi Guo, Alexander Rush, Yoon Kim · Long Papers209 citations · our summary
  28. Towards Generative Aspect-Based Sentiment AnalysisWenxuan Zhang, Xin Li, Yang Deng et al. · Short Papers209 citations
  29. ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin InformationZijun Sun, Xiaoya Li, Xiaofei Sun et al. · Long Papers203 citations
  30. Compare to The Knowledge: Graph Neural Fake News Detection with External KnowledgeLinmei Hu, Tianchi Yang, Luhao Zhang et al. · Long Papers195 citations
  31. How Good is Your Tokenizer? On the Monolingual Performance of Multilingual Language ModelsPhillip Rust, Jonas Pfeiffer, Ivan Vulić et al. · Long Papers189 citations · our summary
  32. Learning Span-Level Interactions for Aspect Sentiment Triplet ExtractionLu Xu, Yew Ken Chia, Lidong Bing · Long Papers189 citations · our summary
  33. TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in FinanceFengbin Zhu, Wenqiang Lei, Youcheng Huang et al. · Long Papers181 citations · our summary
  34. Lexicon Enhanced Chinese Sequence Labeling Using BERT AdapterWei Liu, Xiyan Fu, Yue Zhang et al. · Long Papers177 citations
  35. Locate and Label: A Two-stage Identifier for Nested Named Entity RecognitionYongliang Shen, Xinyin Ma, Zeqi Tan et al. · Long Papers176 citations · our summary
  36. Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate DetectionBertie Vidgen, Tristan Thrush, Zeerak Waseem et al. · Long Papers166 citations · our summary
  37. Aspect-Category-Opinion-Sentiment Quadruple Extraction with Implicit Aspects and OpinionsHongjie Cai, Rui Xia, Jianfei Yu · Long Papers163 citations · our summary
  38. Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving ModelsTongshuang Wu, Marco Tulio Ribeiro, Jeffrey Heer et al. · Long Papers161 citations · our summary
  39. Self-Guided Contrastive Learning for BERT Sentence RepresentationsTaeuk Kim, Kang Min Yoo, Sang-goo Lee · Long Papers157 citations · our summary
  40. PairRE: Knowledge Graph Embeddings via Paired Relation VectorsLinlin Chao, Jianshan He, Taifeng Wang et al. · Long Papers153 citations
  41. Hidden Killer: Invisible Textual Backdoor Attacks with Syntactic TriggerFanchao Qi, Mukai Li, Yangyi Chen et al. · Long Papers152 citations · our summary
  42. ILDC for CJPE: Indian Legal Documents Corpus for Court Judgment Prediction and ExplanationVijit Malik, Rishabh Sanjay, Shubham Kumar Nigam et al. · Long Papers150 citations · our summary
  43. DExperts: Decoding-Time Controlled Text Generation with Experts and Anti-ExpertsAlisa Liu, Maarten Sap, Ximing Lu et al. · Long Papers148 citations · our summary
  44. Parameter-efficient Multi-task Fine-tuning for Transformers via Shared HypernetworksRabeeh Karimi Mahabadi, Sebastian Ruder, Mostafa Dehghani et al. · Long Papers148 citations · our summary
  45. Automated Concatenation of Embeddings for Structured PredictionXinyu Wang, Yong Jiang, Nguyen Bach et al. · Long Papers144 citations · our summary
  46. Generation-Augmented Retrieval for Open-Domain Question AnsweringYuning Mao, Pengcheng He, Xiaodong Liu et al. · Long Papers142 citations
  47. Improving Named Entity Recognition by External Context Retrieving and Cooperative LearningXinyu Wang, Yong Jiang, Nguyen Bach et al. · Long Papers142 citations · our summary
  48. Contrastive Learning for Many-to-many Multilingual Neural Machine TranslationXiao Pan, Mingxuan Wang, Liwei Wu et al. · Long Papers140 citations · our summary
  49. Stereotyping Norwegian Salmon: An Inventory of Pitfalls in Fairness Benchmark DatasetsSu Lin Blodgett, Gilsinia Lopez, Alexandra Olteanu et al. · Long Papers140 citations
  50. MECT: Multi-Metadata Embedding based Cross-Transformer for Chinese Named Entity RecognitionShuang Wu, Xiaoning Song, Zhenhua Feng · Long Papers139 citations
  51. CCMatrix: Mining Billions of High-Quality Parallel Sentences on the WebHolger Schwenk, Guillaume Wenzek, Sergey Edunov et al. · Long Papers138 citations · our summary
  52. LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local RelationsRuisheng Cao, Lu Chen, Zhi Chen et al. · Long Papers138 citations · our summary
  53. Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion DetectionLixing Zhu, Gabriele Pergola, Lin Gui et al. · Long Papers138 citations
  54. Multimodal Sentiment Detection Based on Multi-channel Graph Neural NetworksXiaocui Yang, Shi Feng, Yifei Zhang et al. · Long Papers134 citations
  55. On the Effectiveness of Adapter-based Tuning for Pretrained Language Model AdaptationRuidan He, Linlin Liu, Hai Ye et al. · Long Papers128 citations · our summary
  56. Towards Propagation Uncertainty: Edge-enhanced Bayesian Graph Convolutional Networks for Rumor DetectionLingwei Wei, Dou Hu, Wei Zhou et al. · Long Papers128 citations
  57. Competence-based Multimodal Curriculum Learning for Medical Report GenerationFenglin Liu, Shen Ge, Xian Wu · Long Papers122 citations
  58. Societal Biases in Language Generation: Progress and ChallengesEmily Sheng, Kai-Wei Chang, Prem Natarajan et al. · Long Papers122 citations · our summary
  59. UniRE: A Unified Label Space for Entity Relation ExtractionYijun Wang, Changzhi Sun, Yuanbin Wu et al. · Long Papers122 citations
  60. Personalized Transformer for Explainable RecommendationLei Li, Yongfeng Zhang, Li Chen · Long Papers121 citations
  61. Question Answering Over Temporal Knowledge GraphsApoorv Saxena, Soumen Chakrabarti, Partha Talukdar · Long Papers121 citations
  62. A Simple Recipe for Multilingual Grammatical Error CorrectionSascha Rothe, Jonathan Mallinson, Eric Malmi et al. · Short Papers119 citations
  63. Dependency-driven Relation Extraction with Attentive Graph Convolutional NetworksYuanhe Tian, Guimin Chen, Yan Song et al. · Long Papers118 citations
  64. Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic ReasoningPan Lu, Ran Gong, Shibiao Jiang et al. · Long Papers117 citations
  65. Compositional Generalization and Natural Language Variation: Can a Semantic Parsing Approach Handle Both?Peter Shaw, Ming-Wei Chang, Panupong Pasupat et al. · Long Papers113 citations
  66. SpanNER: Named Entity Re-/Recognition as Span PredictionJinlan Fu, Xuanjing Huang, Pengfei Liu · Long Papers109 citations
  67. CLEVE: Contrastive Pre-training for Event ExtractionZiqi Wang, Xiaozhi Wang, Xu Han et al. · Long Papers106 citations · our summary
  68. A Span-Based Model for Joint Overlapped and Discontinuous Named Entity RecognitionFei Li, ZhiChao Lin, Meishan Zhang et al. · Long Papers105 citations
  69. Hierarchy-aware Label Semantics Matching Network for Hierarchical Text ClassificationHaibin Chen, Qianli Ma, Zhenxi Lin et al. · Long Papers104 citations
  70. Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge GraphsZixuan Li, Xiaolong Jin, Saiping Guan et al. · Long Papers104 citations
  71. Stance Detection in COVID-19 TweetsKyle Glandt, Sarthak Khanal, Yingjie Li et al. · Long Papers102 citations · our summary
  72. Glancing Transformer for Non-Autoregressive Neural Machine TranslationLihua Qian, Hao Zhou, Yu Bao et al. · Long Papers101 citations · our summary
  73. Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a TrackerRunxin Xu, Tianyu Liu, Lei Li et al. · Long Papers99 citations
  74. Multilingual Speech Translation from Efficient Finetuning of Pretrained ModelsXian Li, Changhan Wang, Yun Tang et al. · Long Papers99 citations
  75. RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language ModelsSoumya Barikeri, Anne Lauscher, Ivan Vulić et al. · Long Papers99 citations
  76. Generating SOAP Notes from Doctor-Patient Conversations Using Modular Summarization TechniquesKundan Krishna, Sopan Khosla, Jeffrey Bigham et al. · Long Papers97 citations
  77. CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language UnderstandingDong Wang, Ning Ding, Piji Li et al. · Long Papers94 citations
  78. StructuralLM: Structural Pre-training for Form UnderstandingChenliang Li, Bin Bi, Ming Yan et al. · Long Papers94 citations
  79. BoB: BERT Over BERT for Training Persona-based Dialogue Models from Limited Personalized DataHaoyu Song, Yan Wang, Kaiyan Zhang et al. · Long Papers93 citations · our summary
  80. ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive LearningYujia Qin, Yankai Lin, Ryuichi Takanobu et al. · Long Papers92 citations · our summary
  81. PLOME: Pre-training with Misspelled Knowledge for Chinese Spelling CorrectionShulin Liu, Tao Yang, Tianchi Yue et al. · Long Papers92 citations
  82. Turn the Combination Lock: Learnable Textual Backdoor Attacks via Word SubstitutionFanchao Qi, Yuan Yao, Sophia Xu et al. · Long Papers92 citations
  83. BinaryBERT: Pushing the Limit of BERT QuantizationHaoli Bai, Wei Zhang, Lu Hou et al. · Long Papers91 citations · our summary
  84. COVID-Fact: Fact Extraction and Verification of Real-World Claims on COVID-19 PandemicArkadiy Saakyan, Tuhin Chakrabarty, Smaranda Muresan · Long Papers90 citations · our summary
  85. GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot FillingLibo Qin, Fuxuan Wei, Tianbao Xie et al. · Long Papers88 citations
  86. E2E-VLP: End-to-End Vision-Language Pre-training Enhanced by Visual LearningHaiyang Xu, Ming Yan, Chenliang Li et al. · Long Papers84 citations
  87. Towards Robustness of Text-to-SQL Models against Synonym SubstitutionYujian Gan, Xinyun Chen, Qiuping Huang et al. · Long Papers84 citations · our summary
  88. When Do You Need Billions of Words of Pretraining Data?Yian Zhang, Alex Warstadt, Xiaocheng Li et al. · Long Papers81 citations
  89. Trafilatura: A Web Scraping Library and Command-Line Tool for Text Discovery and ExtractionAdrien Barbaresi · System Demonstrations80 citations · our summary
  90. Detecting Propaganda Techniques in MemesDimitar Dimitrov, Bishr Bin Ali, Shaden Shaar et al. · Long Papers79 citations
  91. Implicit Representations of Meaning in Neural Language ModelsBelinda Z. Li, Maxwell Nye, Jacob Andreas · Long Papers79 citations
  92. Rethinking Stealthiness of Backdoor Attack against NLP ModelsWenkai Yang, Yankai Lin, Peng Li et al. · Long Papers79 citations
  93. TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language ProcessingXiao Wang, Qin Liu, Tao Gui et al. · System Demonstrations79 citations · our summary
  94. Document-level Event Extraction via Parallel Prediction NetworksHang Yang, Dianbo Sui, Yubo Chen et al. · Long Papers78 citations
  95. Label-Specific Dual Graph Neural Network for Multi-Label Text ClassificationQianwen Ma, Chunyuan Yuan, Wei Zhou et al. · Long Papers78 citations
  96. HieRec: Hierarchical User Interest Modeling for Personalized News RecommendationTao Qi, Fangzhao Wu, Chuhan Wu et al. · Long Papers77 citations
  97. Improving Factual Consistency of Abstractive Summarization via Question AnsweringFeng Nan, Cicero Nogueira dos Santos, Henghui Zhu et al. · Long Papers75 citations · our summary
  98. Including Signed Languages in Natural Language ProcessingKayo Yin, Amit Moryossef, Julie Hochgesang et al. · Long Papers · 🏆 Best Theme Paper75 citations · our summary
  99. A Survey of Race, Racism, and Anti-Racism in NLPAnjalie Field, Su Lin Blodgett, Zeerak Waseem et al. · Long Papers74 citations
  100. CTFN: Hierarchical Learning for Multimodal Sentiment Analysis Using Coupled-Translation Fusion NetworkJiajia Tang, Kang Li, Xuanyu Jin et al. · Long Papers74 citations

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