📰 NAACL 2021: all papers in our library

74 works · the most cited first · ← NAACL 2021

1. mT5: A Massively Multilingual Pre-trained Text-to-Text TransformerConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Linting Xue, Noah Constant, Adam Roberts, et al.2021 · 3,197 citations
2. It's Not Just Size That Matters: Small Language Models Are Also Few-Shot LearnersConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Timo Schick, Hinrich Schütze2021 · 1,122 citations
3. Are NLP Models really able to Solve Simple Math Word Problems?Arkil Patel, Satwik Bhattamishra, Navin Goyal2021 · 883 citations
4. Unified Pre-training for Program Understanding and GenerationConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Wasi Ahmad, Saikat Chakraborty, Baishakhi Ray, et al.2021 · 748 citations
5. Learning To Retrieve Prompts for In-Context LearningConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Ohad Rubin, Jonathan Herzig, Jonathan Berant2021 · 717 citations
6. RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question AnsweringConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Yingqi Qu, Yuchen Ding, Jing Liu, et al.2021 · 602 citations
7. Learning How to Ask: Querying LMs with Mixtures of Soft PromptsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Guanghui Qin, Jason Eisner2021 · 568 citations
8. Self-Alignment Pretraining for Biomedical Entity RepresentationsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Fangyu Liu, Ehsan Shareghi, Zaiqiao Meng, et al.2021 · 434 citations
9. Document-Level Event Argument Extraction by Conditional GenerationConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Sha Li, Heng Ji, Jiawei Han2021 · 432 citations
10. Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality MetricsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Artidoro Pagnoni, Vidhisha Balachandran, Yulia Tsvetkov2021 · 418 citations
11. Factual Probing Is [MASK]: Learning vs. Learning to RecallConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Zexuan Zhong, Dan Friedman, Danqi Chen2021 · 411 citations
12. A Survey on Recent Approaches for Natural Language Processing in Low-Resource ScenariosConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Michael A. Hedderich, Lukas Lange, Heike Adel, et al.2021 · 400 citations
13. QMSum: A New Benchmark for Query-based Multi-domain Meeting SummarizationConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Ming Zhong, Da Yin, Tao Yu, et al.2021 · 400 citations
14. A Dataset of Information-Seeking Questions and Answers Anchored in Research PapersConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Pradeep Dasigi, Kyle Lo, Iz Beltagy, et al.2021 · 374 citations
15. Efficient Attentions for Long Document SummarizationConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Luyang Huang, Shuyang Cao, Nikolaus Parulian, et al.2021 · 335 citations
16. GSum: A General Framework for Guided Neural Abstractive SummarizationConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Zi-Yi Dou, Pengfei Liu, Hiroaki Hayashi, et al.2021 · 319 citations
17. How many data points is a prompt worth?Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)Teven Le Scao, Alexander Rush2021 · 316 citations
18. Get Your Vitamin C! Robust Fact Verification with Contrastive EvidenceConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Tal Schuster, Adam Fisch, Regina Barzilay2021 · 289 citations
19. Contextualized Perturbation for Textual Adversarial AttackConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Dianqi Li, Yizhe Zhang, Hao Peng, et al.2021 · 282 citations
20. Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring TasksConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Nandan Thakur, Nils Reimers, Johannes Daxenberger, et al.2021 · 276 citations
21. COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted ListConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Luyu Gao, Zhuyun Dai, Jamie Callan2021 · 250 citations
22. The Curious Case of Hallucinations in Neural Machine TranslationConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Vikas Raunak, Arul Menezes, Marcin Junczys-Dowmunt2021 · 241 citations
23. Supporting Clustering with Contrastive LearningConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Dejiao Zhang, Feng Nan, Xiaokai Wei, et al.2021 · 239 citations
24. Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-trainingConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Oshin Agarwal, Heming Ge, Siamak Shakeri, et al.2021 · 238 citations
25. FUDGE: Controlled Text Generation With Future DiscriminatorsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Kevin Yang, Dan Klein2021 · 235 citations
26. The Importance of Modeling Social Factors of Language: Theory and PracticeConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Dirk Hovy, Diyi Yang2021 · 234 citations
27. Hurdles to Progress in Long-form Question AnsweringConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Kalpesh Krishna, Aurko Roy, Mohit Iyyer2021 · 229 citations
28. Open-Domain Question Answering Goes Conversational via Question RewritingConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Raviteja Anantha, Svitlana Vakulenko, Zhucheng Tu, et al.2021 · 228 citations
29. Annotating and Modeling Fine-grained Factuality in SummarizationConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Tanya Goyal, Greg Durrett2021 · 215 citations
30. XOR QA: Cross-lingual Open-Retrieval Question AnsweringConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Akari Asai, Jungo Kasai, Jonathan Clark, et al.2021 · 207 citations
31. HONEST: Measuring Hurtful Sentence Completion in Language ModelsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Debora Nozza, Federico Bianchi, Dirk Hovy2021 · 190 citations
32. When Being Unseen from mBERT is just the Beginning: Handling New Languages With Multilingual Language ModelsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Benjamin Muller, Antonios Anastasopoulos, Benoît Sagot, et al.2021 · 189 citations
33. Enhancing Factual Consistency of Abstractive SummarizationConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Chenguang Zhu, William Hinthorn, Ruochen Xu, et al.2021 · 188 citations
34. TABBIE: Pretrained Representations of Tabular DataConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Hiroshi Iida, Dung Thai, Varun Manjunatha, et al.2021 · 186 citations
35. MediaSum: A Large-scale Media Interview Dataset for Dialogue SummarizationConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Chenguang Zhu, Yang Liu, Jie Mei, et al.2021 · 180 citations
36. Self-training Improves Pre-training for Natural Language UnderstandingConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Jingfei Du, Edouard Grave, Beliz Gunel, et al.2021 · 169 citations
37. Paragraph-level Rationale Extraction through Regularization: A case study on European Court of Human Rights CasesConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Ilias Chalkidis, Manos Fergadiotis, Dimitrios Tsarapatsanis, et al.2021 · 167 citations
38. Structure-Grounded Pretraining for Text-to-SQLConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Xiang Deng, Ahmed Hassan Awadallah, Christopher Meek, et al.2021 · 166 citations
39. Controllable Text Simplification with Explicit ParaphrasingConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Mounica Maddela, Fernando Alva-Manchego, Wei Xu2021 · 164 citations
40. Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and SelectionConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Sihao Chen, Fan Zhang, Kazoo Sone, et al.2021 · 149 citations
41. Introducing CAD: the Contextual Abuse DatasetConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Bertie Vidgen, Dong Nguyen, Helen Margetts, et al.2021 · 147 citations
42. Beyond Black & White: Leveraging Annotator Disagreement via Soft-Label Multi-Task LearningConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Tommaso Fornaciari, Alexandra Uma, Silviu Paun, et al.2021 · 143 citations
43. ZS-BERT: Towards Zero-Shot Relation Extraction with Attribute Representation LearningConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Chih-Yao Chen, Cheng-Te Li2021 · 142 citations
44. Paragraph-level Simplification of Medical TextsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Ashwin Devaraj, Iain Marshall, Byron Wallace, et al.2021 · 140 citations
45. Bot-Adversarial Dialogue for Safe Conversational AgentsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Jing Xu, Da Ju, Margaret Li, et al.2021 · 139 citations
46. Structure-Aware Abstractive Conversation Summarization via Discourse and Action GraphsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Jiaao Chen, Diyi Yang2021 · 135 citations
47. Detoxifying Language Models Risks Marginalizing Minority VoicesConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Albert Xu, Eshaan Pathak, Eric Wallace, et al.2021 · 135 citations
48. Be Careful about Poisoned Word Embeddings: Exploring the Vulnerability of the Embedding Layers in NLP ModelsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Wenkai Yang, Lei Li, Zhiyuan Zhang, et al.2021 · 134 citations
49. Open Domain Question Answering over Tables via Dense RetrievalConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Jonathan Herzig, Thomas Müller, Syrine Krichene, et al.2021 · 133 citations
50. Adversarial Learning for Zero-Shot Stance Detection on Social MediaConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Emily Allaway, Malavika Srikanth, Kathleen McKeown2021 · 124 citations
51. Knowledge Enhanced Masked Language Model for Stance DetectionConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Kornraphop Kawintiranon, Lisa Singh2021 · 119 citations
52. NeuroLogic Decoding: (Un)supervised Neural Text Generation with Predicate Logic ConstraintsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Ximing Lu, Peter West, Rowan Zellers, et al.2021 · 106 citations
53. Aspect-Controlled Neural Argument GenerationConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Benjamin Schiller, Johannes Daxenberger, Iryna Gurevych2021 · 103 citations
54. Understanding by Understanding Not: Modeling Negation in Language ModelsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Arian Hosseini, Siva Reddy, Dzmitry Bahdanau, et al.2021 · 98 citations
55. Modeling Framing in Immigration Discourse on Social MediaConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Julia Mendelsohn, Ceren Budak, David Jurgens2021 · 97 citations
56. Text Modular Networks: Learning to Decompose Tasks in the Language of Existing ModelsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Tushar Khot, Daniel Khashabi, Kyle Richardson, et al.2021 · 94 citations
57. SPARTQA: A Textual Question Answering Benchmark for Spatial ReasoningRoshanak Mirzaee, Hossein Rajaby Faghihi, Qiang Ning, et al.2021 · 93 citations
58. Target-Aware Data Augmentation for Stance DetectionConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Yingjie Li, Cornelia Caragea2021 · 56 citations
59. A Context-Dependent Gated Module for Incorporating Symbolic Semantics into Event Coreference ResolutionConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Tuan Lai, Heng Ji, Trung Bui, et al.2021 · 48 citations
60. WEC: Deriving a Large-scale Cross-document Event Coreference dataset from WikipediaConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Alon Eirew, Arie Cattan, Ido Dagan2021 · 47 citations
61. RST Parsing from ScratchConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Thanh-Tung Nguyen, Xuan-Phi Nguyen, Shafiq Joty, et al.2021 · 44 citations
62. Towards Sentiment and Emotion aided Multi-modal Speech Act Classification in TwitterConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Tulika Saha, Apoorva Upadhyaya, Sriparna Saha, et al.2021 · 43 citations
63. Identifying inherent disagreement in natural language inferenceConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Xinliang Frederick Zhang, Marie-Catherine de Marneffe2021 · 38 citations
64. Probing Contextual Language Models for Common Ground with Visual RepresentationsConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Gabriel Ilharco, Rowan Zellers, Ali Farhadi, et al.2021 · 32 citations
65. Constrained Multi-Task Learning for Event Coreference ResolutionConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Jing Lu, Vincent Ng2021 · 28 citations
66. Latent-Optimized Adversarial Neural Transfer for Sarcasm DetectionConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Xu Guo, Boyang Li, Han Yu, et al.2021 · 27 citations
67. Context Tracking Network: Graph-based Context Modeling for Implicit Discourse Relation RecognitionConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Yingxue Zhang, Fandong Meng, Peng Li, et al.2021 · 27 citations
68. CREAD: Combined Resolution of Ellipses and Anaphora in DialoguesConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Bo-Hsiang Tseng, Shruti Bhargava, Jiarui Lu, et al.2021 · 24 citations
69. Incorporating Syntax and Semantics in Coreference Resolution with Heterogeneous Graph Attention NetworkConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Fan Jiang, Trevor Cohn2021 · 23 citations
70. Stay Together: A System for Single and Split-antecedent Anaphora ResolutionConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Juntao Yu, Nafise Sadat Moosavi, Silviu Paun, et al.2021 · 17 citations
71. Bridging Resolution: Making Sense of the State of the ArtConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Hideo Kobayashi, Vincent Ng2021 · 15 citations
72. Text Generation from Discourse Representation StructuresJiangming Liu, Shay B. Cohen, Mirella Lapata2021 · 13 citations
73. Scalar Adjective Identification and Multilingual RankingConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Aina Garí Soler, Marianna Apidianaki2021 · 9 citations
74. Measuring the ‘I don't know' Problem through the Lens of Gricean QuantityConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Huda Khayrallah, João Sedoc2021 · 5 citations

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