📰 ACL 2021: all papers in our library

89 works · the most cited first · ← ACL 2021

1. Making Pre-trained Language Models Better Few-shot LearnersAnnual Meeting of the Association for Computational Linguistics (ACL)Tianyu Gao, Adam Fisch, Danqi Chen2021 · 1,963 citations
2. StereoSet: Measuring stereotypical bias in pretrained language modelsAnnual Meeting of the Association for Computational Linguistics (ACL)Moin Nadeem, Anna Bethke, Siva Reddy2021 · 1,132 citations
3. ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation TransferAnnual Meeting of the Association for Computational Linguistics (ACL)Yuanmeng Yan, Rumei Li, Sirui Wang, et al.2021 · 648 citations
4. LayoutLMv2: Multi-modal Pre-training for Visually-rich Document UnderstandingAnnual Meeting of the Association for Computational Linguistics (ACL)Yang Xu, Yiheng Xu, Tengchao Lv, et al.2021 · 623 citations
5. Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-TuningAnnual Meeting of the Association for Computational Linguistics (ACL)Armen Aghajanyan, Sonal Gupta, Luke Zettlemoyer2021 · 531 citations
6. VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and InterpretationAnnual Meeting of the Association for Computational Linguistics (ACL)Changhan Wang, Morgane Riviere, Ann Lee, et al.2021 · 524 citations
7. DeCLUTR: Deep Contrastive Learning for Unsupervised Textual RepresentationsAnnual Meeting of the Association for Computational Linguistics (ACL)John Giorgi, Osvald Nitski, Bo Wang, et al.2021 · 515 citations
8. How Good is Your Tokenizer? On the Monolingual Performance of Multilingual Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Phillip Rust, Jonas Pfeiffer, Ivan Vulić, et al.2021 · 444 citations
9. Dual Graph Convolutional Networks for Aspect-based Sentiment AnalysisAnnual Meeting of the Association for Computational Linguistics (ACL)Ruifan Li, Hao Chen, Fangxiang Feng, et al.2021 · 429 citations
10. DExperts: Decoding-Time Controlled Text Generation with Experts and Anti-ExpertsAnnual Meeting of the Association for Computational Linguistics (ACL)Alisa Liu, Maarten Sap, Ximing Lu, et al.2021 · 400 citations
11. TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in FinanceAnnual Meeting of the Association for Computational Linguistics (ACL)Fengbin Zhu, Wenqiang Lei, Youcheng Huang, et al.2021 · 397 citations
12. A Unified Generative Framework for Aspect-based Sentiment AnalysisAnnual Meeting of the Association for Computational Linguistics (ACL)Hang Yan, Junqi Dai, Tuo Ji, et al.2021 · 396 citations
13. A Unified Generative Framework for Various NER SubtasksAnnual Meeting of the Association for Computational Linguistics (ACL)Hang Yan, Tao Gui, Junqi Dai, et al.2021 · 392 citations
14. Towards Emotional Support Dialog SystemsAnnual Meeting of the Association for Computational Linguistics (ACL)Siyang Liu, Chujie Zheng, Orianna Demasi, et al.2021 · 391 citations
15. Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event ExtractionAnnual Meeting of the Association for Computational Linguistics (ACL)Yaojie Lu, Hongyu Lin, Jin Xu, et al.2021 · 370 citations
16. Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic CoherenceAnnual Meeting of the Association for Computational Linguistics (ACL)Federico Bianchi, Silvia Terragni, Dirk Hovy2021 · 366 citations
17. Parameter-Efficient Transfer Learning with Diff PruningAnnual Meeting of the Association for Computational Linguistics (ACL)Demi Guo, Alexander Rush, Yoon Kim2021 · 357 citations
18. Directed Acyclic Graph Network for Conversational Emotion RecognitionAnnual Meeting of the Association for Computational Linguistics (ACL)Weizhou Shen, Siyue Wu, Yunyi Yang, et al.2021 · 345 citations
19. SimCLS: A Simple Framework for Contrastive Learning of Abstractive SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL)Yixin Liu, Pengfei Liu2021 · 341 citations
20. Few-NERD: A Few-shot Named Entity Recognition DatasetAnnual Meeting of the Association for Computational Linguistics (ACL)Ning Ding, Guangwei Xu, Yulin Chen, et al.2021 · 335 citations
21. Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate DetectionAnnual Meeting of the Association for Computational Linguistics (ACL)Bertie Vidgen, Tristan Thrush, Zeerak Waseem, et al.2021 · 320 citations
22. UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive LearningAnnual Meeting of the Association for Computational Linguistics (ACL)Wei Li, Can Gao, Guocheng Niu, et al.2021 · 299 citations
23. Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Tongshuang Wu, Marco Tulio Ribeiro, Jeffrey Heer, et al.2021 · 272 citations
24. Contrastive Learning for Many-to-many Multilingual Neural Machine TranslationAnnual Meeting of the Association for Computational Linguistics (ACL)Xiao Pan, Mingxuan Wang, Liwei Wu, et al.2021 · 256 citations
25. Aspect-Category-Opinion-Sentiment Quadruple Extraction with Implicit Aspects and OpinionsAnnual Meeting of the Association for Computational Linguistics (ACL)Hongjie Cai, Rui Xia, Jianfei Yu2021 · 255 citations
26. Societal Biases in Language Generation: Progress and ChallengesAnnual Meeting of the Association for Computational Linguistics (ACL)Emily Sheng, Kai-Wei Chang, Prem Natarajan, et al.2021 · 253 citations
27. ILDC for CJPE: Indian Legal Documents Corpus for Court Judgment Prediction and ExplanationAnnual Meeting of the Association for Computational Linguistics (ACL)Vijit Malik, Rishabh Sanjay, Shubham Kumar Nigam, et al.2021 · 251 citations
28. Parameter-efficient Multi-task Fine-tuning for Transformers via Shared HypernetworksAnnual Meeting of the Association for Computational Linguistics (ACL)Rabeeh Karimi Mahabadi, Sebastian Ruder, Mostafa Dehghani, et al.2021 · 250 citations
29. Learning Span-Level Interactions for Aspect Sentiment Triplet ExtractionAnnual Meeting of the Association for Computational Linguistics (ACL)Lu Xu, Yew Ken Chia, Lidong Bing2021 · 246 citations
30. Noisy Channel Language Model Prompting for Few-Shot Text ClassificationAnnual Meeting of the Association for Computational Linguistics (ACL)Sewon Min, Mike Lewis, Hannaneh Hajishirzi, et al.2021 · 238 citations
31. Hidden Killer: Invisible Textual Backdoor Attacks with Syntactic TriggerAnnual Meeting of the Association for Computational Linguistics (ACL)Fanchao Qi, Mukai Li, Yangyi Chen, et al.2021 · 238 citations
32. Self-Guided Contrastive Learning for BERT Sentence RepresentationsAnnual Meeting of the Association for Computational Linguistics (ACL)Taeuk Kim, Kang Min Yoo, Sang-goo Lee2021 · 234 citations
33. Locate and Label: A Two-stage Identifier for Nested Named Entity RecognitionAnnual Meeting of the Association for Computational Linguistics (ACL)Yongliang Shen, Xinyin Ma, Zeqi Tan, et al.2021 · 231 citations
34. Automated Concatenation of Embeddings for Structured PredictionAnnual Meeting of the Association for Computational Linguistics (ACL)Xinyu Wang, Yong Jiang, Nguyen Bach, et al.2021 · 206 citations
35. Improving Named Entity Recognition by External Context Retrieving and Cooperative LearningAnnual Meeting of the Association for Computational Linguistics (ACL)Xinyu Wang, Yong Jiang, Nguyen Bach, et al.2021 · 205 citations
36. On the Effectiveness of Adapter-based Tuning for Pretrained Language Model AdaptationAnnual Meeting of the Association for Computational Linguistics (ACL)Ruidan He, Linlin Liu, Hai Ye, et al.2021 · 204 citations
37. HateCheck: Functional Tests for Hate Speech Detection ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Paul Röttger, Bertie Vidgen, Dong Nguyen, et al.2021 · 203 citations
38. LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local RelationsAnnual Meeting of the Association for Computational Linguistics (ACL)Ruisheng Cao, Lu Chen, Zhi Chen, et al.2021 · 191 citations
39. Glancing Transformer for Non-Autoregressive Neural Machine TranslationAnnual Meeting of the Association for Computational Linguistics (ACL)Lihua Qian, Hao Zhou, Yu Bao, et al.2021 · 180 citations
40. Stance Detection in COVID-19 TweetsAnnual Meeting of the Association for Computational Linguistics (ACL)Kyle Glandt, Sarthak Khanal, Yingjie Li, et al.2021 · 173 citations
41. COVID-Fact: Fact Extraction and Verification of Real-World Claims on COVID-19 PandemicAnnual Meeting of the Association for Computational Linguistics (ACL)Arkadiy Saakyan, Tuhin Chakrabarty, Smaranda Muresan2021 · 168 citations
42. BinaryBERT: Pushing the Limit of BERT QuantizationAnnual Meeting of the Association for Computational Linguistics (ACL)Haoli Bai, Wei Zhang, Lu Hou, et al.2021 · 165 citations
43. Explanations for CommonsenseQA: New Dataset and ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Shourya Aggarwal, Divyanshu Mandowara, Vishwajeet Agrawal, et al.2021 · 163 citations
44. CLEVE: Contrastive Pre-training for Event ExtractionAnnual Meeting of the Association for Computational Linguistics (ACL)Ziqi Wang, Xiaozhi Wang, Xu Han, et al.2021 · 155 citations
45. Trafilatura: A Web Scraping Library and Command-Line Tool for Text Discovery and ExtractionAnnual Meeting of the Association for Computational Linguistics (ACL)Adrien Barbaresi2021 · 153 citations
46. BoB: BERT Over BERT for Training Persona-based Dialogue Models from Limited Personalized DataAnnual Meeting of the Association for Computational Linguistics (ACL)Haoyu Song, Yan Wang, Kaiyan Zhang, et al.2021 · 149 citations
47. TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language ProcessingAnnual Meeting of the Association for Computational Linguistics (ACL)Xiao Wang, Qin Liu, Tao Gui, et al.2021 · 146 citations
48. Including Signed Languages in Natural Language ProcessingAnnual Meeting of the Association for Computational Linguistics (ACL)Kayo Yin, Amit Moryossef, Julie Hochgesang, et al.2021 · 145 citations
49. Towards Robustness of Text-to-SQL Models against Synonym SubstitutionAnnual Meeting of the Association for Computational Linguistics (ACL)Yujian Gan, Xinyun Chen, Qiuping Huang, et al.2021 · 143 citations
50. Knowledgeable or Educated Guess? Revisiting Language Models as Knowledge BasesAnnual Meeting of the Association for Computational Linguistics (ACL)Boxi Cao, Hongyu Lin, Xianpei Han, et al.2021 · 141 citations
51. Increasing Faithfulness in Knowledge-Grounded Dialogue with Controllable FeaturesAnnual Meeting of the Association for Computational Linguistics (ACL)Hannah Rashkin, David Reitter, Gaurav Singh Tomar, et al.2021 · 140 citations
52. ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive LearningAnnual Meeting of the Association for Computational Linguistics (ACL)Yujia Qin, Yankai Lin, Ryuichi Takanobu, et al.2021 · 139 citations
53. UnNatural Language InferenceAnnual Meeting of the Association for Computational Linguistics (ACL)Koustuv Sinha, Prasanna Parthasarathi, Joelle Pineau, et al.2021 · 132 citations
54. Improving Factual Consistency of Abstractive Summarization via Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL)Feng Nan, Cicero Nogueira dos Santos, Henghui Zhu, et al.2021 · 128 citations
55. Zero-shot Event Extraction via Transfer Learning: Challenges and InsightsAnnual Meeting of the Association for Computational Linguistics (ACL)Qing Lyu, Hongming Zhang, Elior Sulem, et al.2021 · 127 citations
56. Exposing the limits of Zero-shot Cross-lingual Hate Speech DetectionAnnual Meeting of the Association for Computational Linguistics (ACL)Debora Nozza2021 · 127 citations
57. Learning Dense Representations of Phrases at ScaleAnnual Meeting of the Association for Computational Linguistics (ACL)Jinhyuk Lee, Mujeen Sung, Jaewoo Kang, et al.2021 · 126 citations
58. Cascade versus Direct Speech Translation: Do the Differences Still Make a Difference?Annual Meeting of the Association for Computational Linguistics (ACL)Luisa Bentivogli, Mauro Cettolo, Marco Gaido, et al.2021 · 124 citations
59. Adaptive Nearest Neighbor Machine TranslationAnnual Meeting of the Association for Computational Linguistics (ACL)Xin Zheng, Zhirui Zhang, Junliang Guo, et al.2021 · 120 citations
60. X-Fact: A New Benchmark Dataset for Multilingual Fact CheckingAnnual Meeting of the Association for Computational Linguistics (ACL)Ashim Gupta, Vivek Srikumar2021 · 119 citations
61. Good for Misconceived Reasons: An Empirical Revisiting on the Need for Visual Context in Multimodal Machine TranslationAnnual Meeting of the Association for Computational Linguistics (ACL)Zhiyong Wu, Lingpeng Kong, Wei Bi, et al.2021 · 119 citations
62. Human-in-the-Loop for Data Collection: a Multi-Target Counter Narrative Dataset to Fight Online Hate SpeechAnnual Meeting of the Association for Computational Linguistics (ACL)Margherita Fanton, Helena Bonaldi, Serra Sinem Tekiroğlu, et al.2021 · 118 citations
63. Improving Speech Translation by Understanding and Learning from the Auxiliary Text Translation TaskAnnual Meeting of the Association for Computational Linguistics (ACL)Yun Tang, Juan Pino, Xian Li, et al.2021 · 117 citations
64. Intrinsic Bias Metrics Do Not Correlate with Application BiasAnnual Meeting of the Association for Computational Linguistics (ACL)Seraphina Goldfarb-Tarrant, Rebecca Marchant, Ricardo Muñoz Sánchez, et al.2021 · 116 citations
65. End-to-End Training of Neural Retrievers for Open-Domain Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL)Devendra Sachan, Mostofa Patwary, Mohammad Shoeybi, et al.2021 · 115 citations
66. G-Transformer for Document-Level Machine TranslationAnnual Meeting of the Association for Computational Linguistics (ACL)Guangsheng Bao, Yue Zhang, Zhiyang Teng, et al.2021 · 109 citations
67. Coreference Resolution without Span RepresentationsAnnual Meeting of the Association for Computational Linguistics (ACL)Yuval Kirstain, Ori Ram, Omer Levy2021 · 109 citations
68. Common Sense Beyond English: Evaluating and Improving Multilingual Language Models for Commonsense ReasoningAnnual Meeting of the Association for Computational Linguistics (ACL)Bill Yuchen Lin, Seyeon Lee, Xiaoyang Qiao, et al.2021 · 106 citations
69. A Survey of Code-switching: Linguistic and Social Perspectives for Language TechnologiesAnnual Meeting of the Association for Computational Linguistics (ACL)A. Seza Doğruöz, Sunayana Sitaram, Barbara E. Bullock, et al.2021 · 104 citations
70. Learning Language Specific Sub-network for Multilingual Machine TranslationAnnual Meeting of the Association for Computational Linguistics (ACL)Zehui Lin, Liwei Wu, Mingxuan Wang, et al.2021 · 103 citations
71. I like fish, especially dolphins: Addressing Contradictions in Dialogue ModelingAnnual Meeting of the Association for Computational Linguistics (ACL)Yixin Nie, Mary Williamson, Mohit Bansal, et al.2021 · 101 citations
72. How to Adapt Your Pretrained Multilingual Model to 1600 LanguagesAnnual Meeting of the Association for Computational Linguistics (ACL)Abteen Ebrahimi, Katharina Kann2021 · 86 citations
73. QASR: QCRI Aljazeera Speech Resource A Large Scale Annotated Arabic Speech CorpusAnnual Meeting of the Association for Computational Linguistics (ACL)Hamdy Mubarak, Amir Hussein, Shammur Absar Chowdhury, et al.2021 · 82 citations
74. Which Linguist Invented the Lightbulb? Presupposition Verification for Question-AnsweringNajoung Kim, Ellie Pavlick, Burcu Karagol Ayan, et al.2021 · 63 citations
75. Adversarial Learning for Discourse Rhetorical Structure ParsingAnnual Meeting of the Association for Computational Linguistics (ACL)Longyin Zhang, Fang Kong, Guodong Zhou2021 · 45 citations
76. Syntax-augmented Multilingual BERT for Cross-lingual TransferAnnual Meeting of the Association for Computational Linguistics (ACL)Wasi Ahmad, Haoran Li, Kai-Wei Chang, et al.2021 · 42 citations
77. A unified approach to sentence segmentation of punctuated text in many languagesRachel Wicks, Matt Post2021 · 37 citations
78. Embracing Ambiguity: Shifting the Training Target of NLI ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Johannes Mario Meissner, Napat Thumwanit, Saku Sugawara, et al.2021 · 36 citations
79. Exploiting Document Structures and Cluster Consistencies for Event Coreference ResolutionAnnual Meeting of the Association for Computational Linguistics (ACL)Hieu Minh Tran, Duy Phung, Thien Huu Nguyen2021 · 36 citations
80. MedNLI Is Not Immune: Natural Language Inference Artifacts in the Clinical DomainAnnual Meeting of the Association for Computational Linguistics (ACL)Christine Herlihy, Rachel Rudinger2021 · 30 citations
81. KACE: Generating Knowledge Aware Contrastive Explanations for Natural Language InferenceAnnual Meeting of the Association for Computational Linguistics (ACL)Qianglong Chen, Feng Ji, Xiangji Zeng, et al.2021 · 28 citations
82. Improving Arabic Diacritization with Regularized Decoding and Adversarial TrainingHan Qin, Guimin Chen, Yuanhe Tian, et al.2021 · 25 citations
83. OntoGUM: Evaluating Contextualized SOTA Coreference Resolution on 12 More GenresAnnual Meeting of the Association for Computational Linguistics (ACL)Yilun Zhu, Sameer Pradhan, Amir Zeldes2021 · 25 citations
84. The Possible, the Plausible, and the Desirable: Event-Based Modality Detection for Language ProcessingValentina Pyatkin, Shoval Sadde, Aynat Rubinstein, et al.2021 · 21 citations
85. Robustifying Multi-hop QA through Pseudo-Evidentiality TrainingAnnual Meeting of the Association for Computational Linguistics (ACL)Kyungjae Lee, Seung-won Hwang, Sang-eun Han, et al.2021 · 19 citations
86. A Joint Model for Dropped Pronoun Recovery and Conversational Discourse Parsing in Chinese Conversational SpeechAnnual Meeting of the Association for Computational Linguistics (ACL)Jingxuan Yang, Kerui Xu, Jun Xu, et al.2021 · 16 citations
87. Coreference Reasoning in Machine Reading ComprehensionAnnual Meeting of the Association for Computational Linguistics (ACL)Mingzhu Wu, Nafise Sadat Moosavi, Dan Roth, et al.2021 · 11 citations
88. Predicting pragmatic discourse features in the language of adults with autism spectrum disorderAnnual Meeting of the Association for Computational Linguistics (ACL)Christine Yang, Duanchen Liu, Qingyun Yang, et al.2021 · 6 citations
89. Transition-based Bubble Parsing: Improvements on Coordination Structure PredictionTianze Shi, Lillian Lee2021

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