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ACL 2021: all accepted papers

795 papers · page 2 of 8 · the most cited first · ← ACL 2021

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  1. Counterfactual Inference for Text Classification Debiasing ↗Chen Qian, Fuli Feng, Lijie Wen et al. · Long Papers73 citations
  2. Language Model as an Annotator: Exploring DialoGPT for Dialogue Summarization ↗Xiachong Feng, Xiaocheng Feng, Libo Qin et al. · Long Papers73 citations
  3. Span-based Semantic Parsing for Compositional Generalization ↗Jonathan Herzig, Jonathan Berant · Long Papers73 citations
  4. Increasing Faithfulness in Knowledge-Grounded Dialogue with Controllable FeaturesHannah Rashkin, David Reitter, Gaurav Singh Tomar et al. · Long Papers72 citations · our summary
  5. MulDA: A Multilingual Data Augmentation Framework for Low-Resource Cross-Lingual NER ↗Linlin Liu, Bosheng Ding, Lidong Bing et al. · Long Papers72 citations
  6. Scientific Credibility of Machine Translation Research: A Meta-Evaluation of 769 Papers ↗Benjamin Marie, Atsushi Fujita, Raphael Rubino · Long Papers · 🏆 Outstanding Paper72 citations
  7. Few-Shot Question Answering by Pretraining Span Selection ↗Ori Ram, Yuval Kirstain, Jonathan Berant et al. · Long Papers71 citations
  8. Knowledge-Enriched Event Causality Identification via Latent Structure Induction Networks ↗Pengfei Cao, Xinyu Zuo, Yubo Chen et al. · Long Papers71 citations
  9. Knowledgeable or Educated Guess? Revisiting Language Models as Knowledge BasesBoxi Cao, Hongyu Lin, Xianpei Han et al. · Long Papers71 citations · our summary
  10. UnNatural Language InferenceKoustuv Sinha, Prasanna Parthasarathi, Joelle Pineau et al. · Long Papers · 🏆 Outstanding Paper71 citations · our summary
  11. Adaptive Nearest Neighbor Machine TranslationXin Zheng, Zhirui Zhang, Junliang Guo et al. · Short Papers70 citations · our summary
  12. Anonymisation Models for Text Data: State of the art, Challenges and Future Directions ↗Pierre Lison, Ildikó Pilán, David Sanchez et al. · Long Papers70 citations
  13. Improving Speech Translation by Understanding and Learning from the Auxiliary Text Translation TaskYun Tang, Juan Pino, Xian Li et al. · Long Papers70 citations · our summary
  14. Defense against Synonym Substitution-based Adversarial Attacks via Dirichlet Neighborhood Ensemble ↗Yi Zhou, Xiaoqing Zheng, Cho-Jui Hsieh et al. · Long Papers69 citations
  15. OpenAttack: An Open-source Textual Adversarial Attack Toolkit ↗Guoyang Zeng, Fanchao Qi, Qianrui Zhou et al. · System Demonstrations69 citations
  16. Probing Toxic Content in Large Pre-Trained Language Models ↗Nedjma Ousidhoum, Xinran Zhao, Tianqing Fang et al. · Long Papers69 citations
  17. Stacked Acoustic-and-Textual Encoding: Integrating the Pre-trained Models into Speech Translation Encoders ↗Chen Xu, Bojie Hu, Yanyang Li et al. · Long Papers69 citations
  18. What's in the Box? An Analysis of Undesirable Content in the Common Crawl Corpus ↗Alexandra Luccioni, Joseph Viviano · Short Papers69 citations
  19. Zero-shot Event Extraction via Transfer Learning: Challenges and InsightsQing Lyu, Hongming Zhang, Elior Sulem et al. · Short Papers69 citations · our summary
  20. Learning Dense Representations of Phrases at ScaleJinhyuk Lee, Mujeen Sung, Jaewoo Kang et al. · Long Papers68 citations · our summary
  21. CoSQA: 20,000+ Web Queries for Code Search and Question Answering ↗Junjie Huang, Duyu Tang, Linjun Shou et al. · Long Papers67 citations
  22. Structured Sentiment Analysis as Dependency Graph Parsing ↗Jeremy Barnes, Robin Kurtz, Stephan Oepen et al. · Long Papers67 citations
  23. Exposing the limits of Zero-shot Cross-lingual Hate Speech DetectionDebora Nozza · Short Papers66 citations · our summary
  24. LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification ↗Xinyu Zuo, Pengfei Cao, Yubo Chen et al. · Long Papers64 citations
  25. Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective Inference ↗Tuan Lai, Heng Ji, ChengXiang Zhai et al. · Long Papers63 citations
  26. One2Set: Generating Diverse Keyphrases as a Set ↗Jiacheng Ye, Tao Gui, Yichao Luo et al. · Long Papers63 citations
  27. Cascade versus Direct Speech Translation: Do the Differences Still Make a Difference?Luisa Bentivogli, Mauro Cettolo, Marco Gaido et al. · Long Papers62 citations · our summary
  28. End-to-End Training of Neural Retrievers for Open-Domain Question AnsweringDevendra Sachan, Mostofa Patwary, Mohammad Shoeybi et al. · Long Papers62 citations · our summary
  29. Trigger is Not Sufficient: Exploiting Frame-aware Knowledge for Implicit Event Argument Extraction ↗Kaiwen Wei, Xian Sun, Zequn Zhang et al. · Long Papers62 citations
  30. Analyzing the Source and Target Contributions to Predictions in Neural Machine Translation ↗Elena Voita, Rico Sennrich, Ivan Titov · Long Papers61 citations
  31. Attend What You Need: Motion-Appearance Synergistic Networks for Video Question Answering ↗Ahjeong Seo, Gi-Cheon Kang, Joonhan Park et al. · Long Papers61 citations
  32. Good for Misconceived Reasons: An Empirical Revisiting on the Need for Visual Context in Multimodal Machine TranslationZhiyong Wu, Lingpeng Kong, Wei Bi et al. · Long Papers61 citations · our summary
  33. Vocabulary Learning via Optimal Transport for Neural Machine Translation ↗Jingjing Xu, Hao Zhou, Chun Gan et al. · Long Papers · 🏆 Best Paper61 citations
  34. Explanations for CommonsenseQA: New Dataset and ModelsShourya Aggarwal, Divyanshu Mandowara, Vishwajeet Agrawal et al. · Long Papers60 citations · our summary
  35. Neural Machine Translation with Monolingual Translation Memory ↗Deng Cai, Yan Wang, Huayang Li et al. · Long Papers · 🏆 Outstanding Paper60 citations
  36. Coreference Resolution without Span RepresentationsYuval Kirstain, Ori Ram, Omer Levy · Short Papers59 citations · our summary
  37. Modeling Fine-Grained Entity Types with Box Embeddings ↗Yasumasa Onoe, Michael Boratko, Andrew McCallum et al. · Long Papers59 citations
  38. PP-Rec: News Recommendation with Personalized User Interest and Time-aware News Popularity ↗Tao Qi, Fangzhao Wu, Chuhan Wu et al. · Long Papers59 citations
  39. Efficient Passage Retrieval with Hashing for Open-domain Question Answering ↗Ikuya Yamada, Akari Asai, Hannaneh Hajishirzi · Short Papers58 citations
  40. Hi-Transformer: Hierarchical Interactive Transformer for Efficient and Effective Long Document Modeling ↗Chuhan Wu, Fangzhao Wu, Tao Qi et al. · Short Papers58 citations
  41. CIL: Contrastive Instance Learning Framework for Distantly Supervised Relation Extraction ↗Tao Chen, Haizhou Shi, Siliang Tang et al. · Long Papers57 citations
  42. Language Model Evaluation Beyond Perplexity ↗Clara Meister, Ryan Cotterell · Long Papers57 citations
  43. Lightweight Adapter Tuning for Multilingual Speech Translation ↗Hang Le, Juan Pino, Changhan Wang et al. · Short Papers57 citations
  44. Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction ↗Li Cui, Deqing Yang, Jiaxin Yu et al. · Long Papers57 citations
  45. Are Pretrained Convolutions Better than Pretrained Transformers? ↗Yi Tay, Mostafa Dehghani, Jai Prakash Gupta et al. · Long Papers56 citations
  46. PHMOSpell: Phonological and Morphological Knowledge Guided Chinese Spelling Check ↗Li Huang, Junjie Li, Weiwei Jiang et al. · Long Papers56 citations
  47. TIMEDIAL: Temporal Commonsense Reasoning in Dialog ↗Lianhui Qin, Aditya Gupta, Shyam Upadhyay et al. · Long Papers56 citations
  48. Can Generative Pre-trained Language Models Serve As Knowledge Bases for Closed-book QA? ↗Cunxiang Wang, Pai Liu, Yue Zhang · Long Papers55 citations
  49. Entity Concept-enhanced Few-shot Relation Extraction ↗Shan Yang, Yongfei Zhang, Guanglin Niu et al. · Short Papers55 citations
  50. G-Transformer for Document-Level Machine TranslationGuangsheng Bao, Yue Zhang, Zhiyang Teng et al. · Long Papers55 citations · our summary
  51. Length-Adaptive Transformer: Train Once with Length Drop, Use Anytime with Search ↗Gyuwan Kim, Kyunghyun Cho · Long Papers55 citations
  52. X-Fact: A New Benchmark Dataset for Multilingual Fact CheckingAshim Gupta, Vivek Srikumar · Short Papers55 citations · our summary
  53. Learning Language Specific Sub-network for Multilingual Machine TranslationZehui Lin, Liwei Wu, Mingxuan Wang et al. · Long Papers54 citations · our summary
  54. ReTraCk: A Flexible and Efficient Framework for Knowledge Base Question Answering ↗Shuang Chen, Qian Liu, Zhiwei Yu et al. · System Demonstrations54 citations
  55. DynaSent: A Dynamic Benchmark for Sentiment Analysis ↗Christopher Potts, Zhengxuan Wu, Atticus Geiger et al. · Long Papers53 citations
  56. Optimizing Deeper Transformers on Small Datasets ↗Peng Xu, Dhruv Kumar, Wei Yang et al. · Long Papers53 citations
  57. Towards Visual Question Answering on Pathology Images ↗Xuehai He, Zhuo Cai, Wenlan Wei et al. · Short Papers53 citations
  58. InfoSurgeon: Cross-Media Fine-grained Information Consistency Checking for Fake News Detection ↗Yi Fung, Christopher Thomas, Revanth Gangi Reddy et al. · Long Papers52 citations
  59. Lower Perplexity is Not Always Human-Like ↗Tatsuki Kuribayashi, Yohei Oseki, Takumi Ito et al. · Long Papers52 citations
  60. Measuring Conversational Uptake: A Case Study on Student-Teacher Interactions ↗Dorottya Demszky, Jing Liu, Zid Mancenido et al. · Long Papers52 citations
  61. Three Sentences Are All You Need: Local Path Enhanced Document Relation Extraction ↗Quzhe Huang, Shengqi Zhu, Yansong Feng et al. · Short Papers52 citations
  62. Discontinuous Named Entity Recognition as Maximal Clique Discovery ↗Yucheng Wang, Bowen Yu, Hongsong Zhu et al. · Long Papers51 citations
  63. Hate Speech Detection Based on Sentiment Knowledge Sharing ↗Xianbing Zhou, Yang Yong, Xiaochao Fan et al. · Long Papers51 citations
  64. KaggleDBQA: Realistic Evaluation of Text-to-SQL Parsers ↗Chia-Hsuan Lee, Oleksandr Polozov, Matthew Richardson · Long Papers51 citations
  65. MLBiNet: A Cross-Sentence Collective Event Detection Network ↗Dongfang Lou, Zhilin Liao, Shumin Deng et al. · Long Papers51 citations
  66. Modeling Discriminative Representations for Out-of-Domain Detection with Supervised Contrastive Learning ↗Zhiyuan Zeng, Keqing He, Yuanmeng Yan et al. · Short Papers51 citations
  67. Out-of-Distribution Intent Detection with Self-Supervision and Discriminative Training ↗Li-Ming Zhan, Haowen Liang, Bo Liu et al. · Long Papers51 citations
  68. Bad Seeds: Evaluating Lexical Methods for Bias Measurement ↗Maria Antoniak, David Mimno · Long Papers50 citations
  69. Long Text Generation by Modeling Sentence-Level and Discourse-Level Coherence ↗Jian Guan, Xiaoxi Mao, Changjie Fan et al. · Long Papers50 citations
  70. Position Bias Mitigation: A Knowledge-Aware Graph Model for Emotion Cause Extraction ↗Hanqi Yan, Lin Gui, Gabriele Pergola et al. · Long Papers50 citations
  71. CRSLab: An Open-Source Toolkit for Building Conversational Recommender System ↗Kun Zhou, Xiaolei Wang, Yuanhang Zhou et al. · System Demonstrations49 citations
  72. Changing the World by Changing the Data ↗Anna Rogers · Long Papers49 citations
  73. Mind Your Outliers! Investigating the Negative Impact of Outliers on Active Learning for Visual Question Answering ↗Siddharth Karamcheti, Ranjay Krishna, Li Fei-Fei et al. · Long Papers · 🏆 Outstanding Paper49 citations
  74. Shortformer: Better Language Modeling using Shorter Inputs ↗Ofir Press, Noah A. Smith, Mike Lewis · Long Papers49 citations
  75. A Sequence-to-Sequence Approach to Dialogue State Tracking ↗Yue Feng, Yang Wang, Hang Li · Long Papers48 citations
  76. Automatic ICD Coding via Interactive Shared Representation Networks with Self-distillation Mechanism ↗Tong Zhou, Pengfei Cao, Yubo Chen et al. · Long Papers48 citations
  77. Neural-Symbolic Solver for Math Word Problems with Auxiliary Tasks ↗Jinghui Qin, Xiaodan Liang, Yining Hong et al. · Long Papers48 citations
  78. PIGLeT: Language Grounding Through Neuro-Symbolic Interaction in a 3D World ↗Rowan Zellers, Ari Holtzman, Matthew Peters et al. · Long Papers48 citations
  79. Towards Table-to-Text Generation with Numerical Reasoning ↗Lya Hulliyyatus Suadaa, Hidetaka Kamigaito, Kotaro Funakoshi et al. · Long Papers48 citations
  80. Improving Pretrained Cross-Lingual Language Models via Self-Labeled Word Alignment ↗Zewen Chi, Li Dong, Bo Zheng et al. · Long Papers47 citations
  81. Multi-Task Retrieval for Knowledge-Intensive Tasks ↗Jean Maillard, Vladimir Karpukhin, Fabio Petroni et al. · Long Papers47 citations
  82. Text-Free Image-to-Speech Synthesis Using Learned Segmental Units ↗Wei-Ning Hsu, David Harwath, Tyler Miller et al. · Long Papers47 citations
  83. DynaEval: Unifying Turn and Dialogue Level Evaluation ↗Chen Zhang, Yiming Chen, Luis Fernando D'Haro et al. · Long Papers46 citations
  84. EarlyBERT: Efficient BERT Training via Early-bird Lottery Tickets ↗Xiaohan Chen, Yu Cheng, Shuohang Wang et al. · Long Papers46 citations
  85. I like fish, especially dolphins: Addressing Contradictions in Dialogue ModelingYixin Nie, Mary Williamson, Mohit Bansal et al. · Long Papers46 citations · our summary
  86. Meta-Learning to Compositionally Generalize ↗Henry Conklin, Bailin Wang, Kenny Smith et al. · Long Papers46 citations
  87. MultiMET: A Multimodal Dataset for Metaphor Understanding ↗Dongyu Zhang, Minghao Zhang, Heting Zhang et al. · Long Papers46 citations
  88. Dynamic Contextualized Word Embeddings ↗Valentin Hofmann, Janet Pierrehumbert, Hinrich Schütze · Long Papers45 citations
  89. Evaluation Examples are not Equally Informative: How should that change NLP Leaderboards? ↗Pedro Rodriguez, Joe Barrow, Alexander Hoyle et al. · Long Papers45 citations
  90. Exploring Listwise Evidence Reasoning with T5 for Fact Verification ↗Kelvin Jiang, Ronak Pradeep, Jimmy Lin · Short Papers45 citations
  91. OntoED: Low-resource Event Detection with Ontology Embedding ↗Shumin Deng, Ningyu Zhang, Luoqiu Li et al. · Long Papers45 citations
  92. Unleash GPT-2 Power for Event Detection ↗Amir Pouran Ben Veyseh, Viet Lai, Franck Dernoncourt et al. · Long Papers45 citations
  93. Ecco: An Open Source Library for the Explainability of Transformer Language Models ↗J Alammar · System Demonstrations44 citations
  94. Cross-Lingual Abstractive Summarization with Limited Parallel Resources ↗Yu Bai, Yang Gao, Heyan Huang · Long Papers43 citations
  95. Long Document Summarization in a Low Resource Setting using Pretrained Language Models ↗Ahsaas Bajaj, Pavitra Dangati, Kalpesh Krishna et al. · Student Research Workshop43 citations
  96. MPC-BERT: A Pre-Trained Language Model for Multi-Party Conversation Understanding ↗Jia-Chen Gu, Chongyang Tao, Zhenhua Ling et al. · Long Papers43 citations
  97. Semantic Representation for Dialogue Modeling ↗Xuefeng Bai, Yulong Chen, Linfeng Song et al. · Long Papers43 citations
  98. TIMERS: Document-level Temporal Relation Extraction ↗Puneet Mathur, Rajiv Jain, Franck Dernoncourt et al. · Short Papers43 citations
  99. BERT is to NLP what AlexNet is to CV: Can Pre-Trained Language Models Identify Analogies? ↗Asahi Ushio, Luis Espinosa Anke, Steven Schockaert et al. · Long Papers42 citations
  100. Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ↗Fangyu Liu, Ivan Vulić, Anna Korhonen et al. · Short Papers42 citations

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