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ACL 2021: all accepted papers

795 papers · page 3 of 8 · the most cited first · ← ACL 2021

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  1. Transferable Dialogue Systems and User Simulators ↗Bo-Hsiang Tseng, Yinpei Dai, Florian Kreyssig et al. · Long Papers42 citations
  2. Common Sense Beyond English: Evaluating and Improving Multilingual Language Models for Commonsense ReasoningBill Yuchen Lin, Seyeon Lee, Xiaoyang Qiao et al. · Long Papers41 citations · our summary
  3. Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition ↗Meihan Tong, Shuai Wang, Bin Xu et al. · Long Papers41 citations
  4. Measuring and Increasing Context Usage in Context-Aware Machine Translation ↗Patrick Fernandes, Kayo Yin, Graham Neubig et al. · Long Papers41 citations
  5. Super Tickets in Pre-Trained Language Models: From Model Compression to Improving Generalization ↗Chen Liang, Simiao Zuo, Minshuo Chen et al. · Long Papers41 citations
  6. The Art of Abstention: Selective Prediction and Error Regularization for Natural Language Processing ↗Ji Xin, Raphael Tang, Yaoliang Yu et al. · Long Papers41 citations
  7. Zero-shot Fact Verification by Claim Generation ↗Liangming Pan, Wenhu Chen, Wenhan Xiong et al. · Short Papers41 citations
  8. Annotating Online Misogyny ↗Philine Zeinert, Nanna Inie, Leon Derczynski · Long Papers40 citations
  9. Causal Analysis of Syntactic Agreement Mechanisms in Neural Language Models ↗Matthew Finlayson, Aaron Mueller, Sebastian Gehrmann et al. · Long Papers40 citations
  10. Check It Again:Progressive Visual Question Answering via Visual Entailment ↗Qingyi Si, Zheng Lin, Ming yu Zheng et al. · Long Papers40 citations
  11. ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument Mining ↗Alexander Fabbri, Faiaz Rahman, Imad Rizvi et al. · Long Papers40 citations
  12. Fast and Accurate Neural Machine Translation with Translation Memory ↗Qiuxiang He, Guoping Huang, Qu Cui et al. · Long Papers40 citations
  13. Human-in-the-Loop for Data Collection: a Multi-Target Counter Narrative Dataset to Fight Online Hate SpeechMargherita Fanton, Helena Bonaldi, Serra Sinem Tekiroğlu et al. · Long Papers40 citations · our summary
  14. SMedBERT: A Knowledge-Enhanced Pre-trained Language Model with Structured Semantics for Medical Text Mining ↗Taolin Zhang, Zerui Cai, Chengyu Wang et al. · Long Papers40 citations
  15. Superbizarre Is Not Superb: Derivational Morphology Improves BERT's Interpretation of Complex WordsValentin Hofmann, Janet Pierrehumbert, Hinrich Schütze · Long Papers40 citations · our summary
  16. UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning ↗Hwanhee Lee, Seunghyun Yoon, Franck Dernoncourt et al. · Short Papers40 citations
  17. A Survey of Code-switching: Linguistic and Social Perspectives for Language TechnologiesA. Seza Doğruöz, Sunayana Sitaram, Barbara E. Bullock et al. · Long Papers39 citations · our summary
  18. De-biasing Distantly Supervised Named Entity Recognition via Causal Intervention ↗Wenkai Zhang, Hongyu Lin, Xianpei Han et al. · Long Papers39 citations
  19. ERNIE-Doc: A Retrospective Long-Document Modeling Transformer ↗SiYu Ding, Junyuan Shang, Shuohuan Wang et al. · Long Papers39 citations
  20. Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis ↗Linyi Yang, Jiazheng Li, Padraig Cunningham et al. · Long Papers39 citations
  21. Math Word Problem Solving with Explicit Numerical Values ↗Qinzhuo Wu, Qi Zhang, Zhongyu Wei et al. · Long Papers39 citations
  22. Multi-Label Few-Shot Learning for Aspect Category Detection ↗Mengting Hu, Shiwan Zhao, Honglei Guo et al. · Long Papers39 citations
  23. SumPubMed: Summarization Dataset of PubMed Scientific Articles ↗Vivek Gupta, Prerna Bharti, Pegah Nokhiz et al. · Student Research Workshop39 citations
  24. Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model ↗Hongliang Dai, Yangqiu Song, Haixun Wang · Long Papers39 citations
  25. Writing by Memorizing: Hierarchical Retrieval-based Medical Report Generation ↗Xingyi Yang, Muchao Ye, Quanzeng You et al. · Long Papers39 citations
  26. AdaTag: Multi-Attribute Value Extraction from Product Profiles with Adaptive Decoding ↗Jun Yan, Nasser Zalmout, Yan Liang et al. · Long Papers38 citations
  27. Conversations Are Not Flat: Modeling the Dynamic Information Flow across Dialogue Utterances ↗Zekang Li, Jinchao Zhang, Zhengcong Fei et al. · Long Papers38 citations
  28. Enhancing Entity Boundary Detection for Better Chinese Named Entity Recognition ↗Chun Chen, Fang Kong · Short Papers38 citations
  29. Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting ↗Yi Cheng, Siyao Li, Bang Liu et al. · Long Papers38 citations
  30. LeeBERT: Learned Early Exit for BERT with cross-level optimization ↗Wei Zhu · Long Papers38 citations
  31. Selective Knowledge Distillation for Neural Machine Translation ↗Fusheng Wang, Jianhao Yan, Fandong Meng et al. · Long Papers38 citations
  32. Targeting the Benchmark: On Methodology in Current Natural Language Processing Research ↗David Schlangen · Short Papers38 citations
  33. Thank you BART! Rewarding Pre-Trained Models Improves Formality Style Transfer ↗Huiyuan Lai, Antonio Toral, Malvina Nissim · Short Papers38 citations
  34. A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ↗Mengjie Zhao, Yi Zhu, Ehsan Shareghi et al. · Long Papers37 citations
  35. Crafting Adversarial Examples for Neural Machine Translation ↗Xinze Zhang, Junzhe Zhang, Zhenhua Chen et al. · Long Papers37 citations
  36. Evidence-based Factual Error Correction ↗James Thorne, Andreas Vlachos · Long Papers37 citations
  37. Robust Transfer Learning with Pretrained Language Models through Adapters ↗Wenjuan Han, Bo Pang, Ying Nian Wu · Short Papers37 citations
  38. TextSETTR: Few-Shot Text Style Extraction and Tunable Targeted Restyling ↗Parker Riley, Noah Constant, Mandy Guo et al. · Long Papers37 citations
  39. A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations ↗Pierre Colombo, Pablo Piantanida, Chloé Clavel · Long Papers36 citations
  40. Focus Attention: Promoting Faithfulness and Diversity in Summarization ↗Rahul Aralikatte, Shashi Narayan, Joshua Maynez et al. · Long Papers36 citations
  41. Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data ↗Haoming Jiang, Danqing Zhang, Tianyu Cao et al. · Long Papers35 citations
  42. The Curse of Dense Low-Dimensional Information Retrieval for Large Index Sizes ↗Nils Reimers, Iryna Gurevych · Short Papers35 citations
  43. UnitedQA: A Hybrid Approach for Open Domain Question Answering ↗Hao Cheng, Yelong Shen, Xiaodong Liu et al. · Long Papers35 citations
  44. What Context Features Can Transformer Language Models Use? ↗Joe O'Connor, Jacob Andreas · Long Papers35 citations
  45. Consistency Regularization for Cross-Lingual Fine-Tuning ↗Bo Zheng, Li Dong, Shaohan Huang et al. · Long Papers34 citations
  46. Enhancing Content Preservation in Text Style Transfer Using Reverse Attention and Conditional Layer Normalization ↗Dongkyu Lee, Zhiliang Tian, Lanqing Xue et al. · Long Papers34 citations
  47. ExplainaBoard: An Explainable Leaderboard for NLP ↗Pengfei Liu, Jinlan Fu, Yang Xiao et al. · System Demonstrations · 🏆 Best Demonstration Paper34 citations
  48. Improving the Faithfulness of Attention-based Explanations with Task-specific Information for Text Classification ↗George Chrysostomou, Nikolaos Aletras · Long Papers34 citations
  49. Integrated Directional Gradients: Feature Interaction Attribution for Neural NLP Models ↗Sandipan Sikdar, Parantapa Bhattacharya, Kieran Heese · Long Papers34 citations
  50. Long-Span Summarization via Local Attention and Content Selection ↗Potsawee Manakul, Mark Gales · Long Papers34 citations
  51. Preview, Attend and Review: Schema-Aware Curriculum Learning for Multi-Domain Dialogue State Tracking ↗Yinpei Dai, Hangyu Li, Yongbin Li et al. · Short Papers34 citations
  52. QASR: QCRI Aljazeera Speech Resource A Large Scale Annotated Arabic Speech CorpusHamdy Mubarak, Amir Hussein, Shammur Absar Chowdhury et al. · Long Papers34 citations · our summary
  53. Semi-Supervised Text Classification with Balanced Deep Representation Distributions ↗Changchun Li, Ximing Li, Jihong Ouyang · Long Papers34 citations
  54. AdvPicker: Effectively Leveraging Unlabeled Data via Adversarial Discriminator for Cross-Lingual NER ↗Weile Chen, Huiqiang Jiang, Qianhui Wu et al. · Long Papers33 citations
  55. BASS: Boosting Abstractive Summarization with Unified Semantic Graph ↗Wenhao Wu, Wei Li, Xinyan Xiao et al. · Long Papers33 citations
  56. From Machine Translation to Code-Switching: Generating High-Quality Code-Switched Text ↗Ishan Tarunesh, Syamantak Kumar, Preethi Jyothi · Long Papers33 citations
  57. Improving Zero-Shot Translation by Disentangling Positional Information ↗Danni Liu, Jan Niehues, James Cross et al. · Long Papers33 citations
  58. KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense Generation ↗Yiran Xing, Zai Shi, Zhao Meng et al. · Long Papers33 citations
  59. Meta-KD: A Meta Knowledge Distillation Framework for Language Model Compression across Domains ↗Haojie Pan, Chengyu Wang, Minghui Qiu et al. · Long Papers33 citations
  60. ProphetNet-X: Large-Scale Pre-training Models for English, Chinese, Multi-lingual, Dialog, and Code Generation ↗Weizhen Qi, Yeyun Gong, Yu Yan et al. · System Demonstrations33 citations
  61. Psycholinguistic Tripartite Graph Network for Personality Detection ↗Tao Yang, Feifan Yang, Haolan Ouyang et al. · Long Papers33 citations
  62. Rejuvenating Low-Frequency Words: Making the Most of Parallel Data in Non-Autoregressive Translation ↗Liang Ding, Longyue Wang, Xuebo Liu et al. · Long Papers33 citations
  63. Chase: A Large-Scale and Pragmatic Chinese Dataset for Cross-Database Context-Dependent Text-to-SQL ↗Jiaqi Guo, Ziliang Si, Yu Wang et al. · Long Papers32 citations
  64. Energy-Based Reranking: Improving Neural Machine Translation Using Energy-Based Models ↗Sumanta Bhattacharyya, Amirmohammad Rooshenas, Subhajit Naskar et al. · Long Papers32 citations
  65. Learn to Resolve Conversational Dependency: A Consistency Training Framework for Conversational Question Answering ↗Gangwoo Kim, Hyunjae Kim, Jungsoo Park et al. · Long Papers32 citations
  66. Personal Bias in Prediction of Emotions Elicited by Textual Opinions ↗Piotr Milkowski, Marcin Gruza, Kamil Kanclerz et al. · Student Research Workshop32 citations
  67. Bootstrapped Unsupervised Sentence Representation Learning ↗Yan Zhang, Ruidan He, Zuozhu Liu et al. · Long Papers31 citations
  68. EmailSum: Abstractive Email Thread Summarization ↗Shiyue Zhang, Asli Celikyilmaz, Jianfeng Gao et al. · Long Papers31 citations
  69. HateCheck: Functional Tests for Hate Speech Detection ModelsPaul Röttger, Bertie Vidgen, Dong Nguyen et al. · Long Papers31 citations · our summary
  70. OTTers: One-turn Topic Transitions for Open-Domain Dialogue ↗Karin Sevegnani, David M. Howcroft, Ioannis Konstas et al. · Long Papers31 citations
  71. Syntax-Enhanced Pre-trained Model ↗Zenan Xu, Daya Guo, Duyu Tang et al. · Long Papers31 citations
  72. Taming Pre-trained Language Models with N-gram Representations for Low-Resource Domain Adaptation ↗Shizhe Diao, Ruijia Xu, Hongjin Su et al. · Long Papers31 citations
  73. Understanding and Countering Stereotypes: A Computational Approach to the Stereotype Content Model ↗Kathleen C. Fraser, Isar Nejadgholi, Svetlana Kiritchenko · Long Papers31 citations
  74. VECO: Variable and Flexible Cross-lingual Pre-training for Language Understanding and Generation ↗Fuli Luo, Wei Wang, Jiahao Liu et al. · Long Papers31 citations
  75. Verb Metaphor Detection via Contextual Relation Learning ↗Wei Song, Shuhui Zhou, Ruiji Fu et al. · Long Papers31 citations
  76. Controllable Open-ended Question Generation with A New Question Type Ontology ↗Shuyang Cao, Lu Wang · Long Papers30 citations
  77. Dialogue Response Selection with Hierarchical Curriculum Learning ↗Yixuan Su, Deng Cai, Qingyu Zhou et al. · Long Papers30 citations
  78. Dodrio: Exploring Transformer Models with Interactive Visualization ↗Zijie J. Wang, Robert Turko, Duen Horng Chau · System Demonstrations30 citations
  79. Enhancing the generalization for Intent Classification and Out-of-Domain Detection in SLU ↗Yilin Shen, Yen-Chang Hsu, Avik Ray et al. · Long Papers30 citations
  80. HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalizability ↗Jiaao Chen, Dinghan Shen, Weizhu Chen et al. · Long Papers30 citations
  81. Improving Dialog Systems for Negotiation with Personality Modeling ↗Runzhe Yang, Jingxiao Chen, Karthik Narasimhan · Long Papers30 citations
  82. Instantaneous Grammatical Error Correction with Shallow Aggressive Decoding ↗Xin Sun, Tao Ge, Furu Wei et al. · Long Papers30 citations
  83. Leveraging Type Descriptions for Zero-shot Named Entity Recognition and Classification ↗Rami Aly, Andreas Vlachos, Ryan McDonald · Long Papers30 citations
  84. MATE-KD: Masked Adversarial TExt, a Companion to Knowledge Distillation ↗Ahmad Rashid, Vasileios Lioutas, Mehdi Rezagholizadeh · Long Papers30 citations
  85. Obtaining Better Static Word Embeddings Using Contextual Embedding Models ↗Prakhar Gupta, Martin Jaggi · Long Papers30 citations
  86. A Targeted Assessment of Incremental Processing in Neural Language Models and Humans ↗Ethan Wilcox, Pranali Vani, Roger Levy · Long Papers29 citations
  87. How effective is BERT without word ordering? Implications for language understanding and data privacy ↗Jack Hessel, Alexandra Schofield · Short Papers29 citations
  88. How to Adapt Your Pretrained Multilingual Model to 1600 LanguagesAbteen Ebrahimi, Katharina Kann · Long Papers29 citations · our summary
  89. Issues with Entailment-based Zero-shot Text Classification ↗Tingting Ma, Jin-Ge Yao, Chin-Yew Lin et al. · Short Papers29 citations
  90. Keep It Simple: Unsupervised Simplification of Multi-Paragraph Text ↗Philippe Laban, Tobias Schnabel, Paul Bennett et al. · Long Papers29 citations
  91. Modularized Interaction Network for Named Entity Recognition ↗Fei Li, Zheng Wang, Siu Cheung Hui et al. · Long Papers29 citations
  92. PENS: A Dataset and Generic Framework for Personalized News Headline Generation ↗Xiang Ao, Xiting Wang, Ling Luo et al. · Long Papers29 citations
  93. Privacy at Scale: Introducing the PrivaSeer Corpus of Web Privacy Policies ↗Mukund Srinath, Shomir Wilson, C Lee Giles · Long Papers29 citations
  94. Self-Training Sampling with Monolingual Data Uncertainty for Neural Machine Translation ↗Wenxiang Jiao, Xing Wang, Zhaopeng Tu et al. · Long Papers29 citations
  95. Tail-to-Tail Non-Autoregressive Sequence Prediction for Chinese Grammatical Error Correction ↗Piji Li, Shuming Shi · Long Papers29 citations
  96. Using Adversarial Attacks to Reveal the Statistical Bias in Machine Reading Comprehension Models ↗Jieyu Lin, Jiajie Zou, Nai Ding · Short Papers29 citations
  97. A Large-Scale Chinese Multimodal NER Dataset with Speech Clues ↗Dianbo Sui, Zhengkun Tian, Yubo Chen et al. · Long Papers28 citations
  98. A Semantics-aware Transformer Model of Relation Linking for Knowledge Base Question Answering ↗Tahira Naseem, Srinivas Ravishankar, Nandana Mihindukulasooriya et al. · Short Papers28 citations
  99. Bridge-Based Active Domain Adaptation for Aspect Term Extraction ↗Zhuang Chen, Tieyun Qian · Long Papers28 citations
  100. Challenges in Information-Seeking QA: Unanswerable Questions and Paragraph Retrieval ↗Akari Asai, Eunsol Choi · Long Papers28 citations

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