📰 EMNLP 2022: all papers in our library

55 works · the most cited first · ← EMNLP 2022

1. Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?Conference on Empirical Methods in Natural Language Processing (EMNLP)Sewon Min, Xinxi Lyu, Ari Holtzman, et al.2022 · 1,425 citations
2. Red Teaming Language Models with Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Ethan Perez, Saffron Huang, Francis Song, et al.2022 · 666 citations
3. Large language models are few-shot clinical information extractorsConference on Empirical Methods in Natural Language Processing (EMNLP)Monica Agrawal, Stefan Hegselmann, Hunter Lang, et al.2022 · 450 citations
4. UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Tianbao Xie, Chen Henry Wu, Peng Shi, et al.2022 · 406 citations
5. The “Problem” of Human Label Variation: On Ground Truth in Data, Modeling and EvaluationConference on Empirical Methods in Natural Language Processing (EMNLP)Barbara Plank2022 · 364 citations
6. Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary SpaceConference on Empirical Methods in Natural Language Processing (EMNLP)Mor Geva, Avi Caciularu, Kevin Ro Wang, et al.2022 · 342 citations
7. RLPrompt: Optimizing Discrete Text Prompts with Reinforcement LearningConference on Empirical Methods in Natural Language Processing (EMNLP)Mingkai Deng, Jianyu Wang, Cheng-Ping Hsieh, et al.2022 · 328 citations
8. ZeroGen: Efficient Zero-shot Learning via Dataset GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Jiacheng Ye, Jiahui Gao, Qintong Li, et al.2022 · 242 citations
9. ASQA: Factoid Questions Meet Long-Form AnswersConference on Empirical Methods in Natural Language Processing (EMNLP)Ivan Stelmakh, Yi Luan, Bhuwan Dhingra, et al.2022 · 239 citations
10. Translation between Molecules and Natural LanguageConference on Empirical Methods in Natural Language Processing (EMNLP)Carl Edwards, Tuan Lai, Kevin Ros, et al.2022 · 236 citations
11. Maieutic Prompting: Logically Consistent Reasoning with Recursive ExplanationsConference on Empirical Methods in Natural Language Processing (EMNLP)Jaehun Jung, Lianhui Qin, Sean Welleck, et al.2022 · 214 citations
12. Active Example Selection for In-Context LearningConference on Empirical Methods in Natural Language Processing (EMNLP)Yiming Zhang, Shi Feng, Chenhao Tan2022 · 207 citations
13. Towards a Unified Multi-Dimensional Evaluator for Text GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Ming Zhong, Yang Liu, Da Yin, et al.2022 · 205 citations
14. CTRLsum: Towards Generic Controllable Text SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP)Junxian He, Wojciech Kryscinski, Bryan McCann, et al.2022 · 200 citations
15. Improving Passage Retrieval with Zero-Shot Question GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Devendra Sachan, Mike Lewis, Mandar Joshi, et al.2022 · 197 citations
16. MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and TextConference on Empirical Methods in Natural Language Processing (EMNLP)Wenhu Chen, Hexiang Hu, Xi Chen, et al.2022 · 196 citations
17. LILA: A Unified Benchmark for Mathematical ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP)Swaroop Mishra, Matthew Finlayson, Pan Lu, et al.2022 · 177 citations
18. ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP)Zhiyu Chen, Shiyang Li, Charese Smiley, et al.2022 · 172 citations
19. “I'm sorry to hear that”: Finding New Biases in Language Models with a Holistic Descriptor DatasetConference on Empirical Methods in Natural Language Processing (EMNLP)Eric Michael Smith, Melissa Hall, Melanie Kambadur, et al.2022 · 165 citations
20. SCROLLS: Standardized CompaRison Over Long Language SequencesConference on Empirical Methods in Natural Language Processing (EMNLP)Uri Shaham, Elad Segal, Maor Ivgi, et al.2022 · 162 citations
21. Revisiting DocRED - Addressing the False Negative Problem in Relation ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP)Qingyu Tan, Lu Xu, Lidong Bing, et al.2022 · 151 citations
22. MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity RecognitionConference on Empirical Methods in Natural Language Processing (EMNLP)David Ifeoluwa Adelani, Graham Neubig, Sebastian Ruder, et al.2022 · 150 citations
23. ProsocialDialog: A Prosocial Backbone for Conversational AgentsConference on Empirical Methods in Natural Language Processing (EMNLP)Hyunwoo Kim, Youngjae Yu, Liwei Jiang, et al.2022 · 150 citations
24. Quantifying Privacy Risks of Masked Language Models Using Membership Inference AttacksConference on Empirical Methods in Natural Language Processing (EMNLP)Fatemehsadat Mireshghallah, Kartik Goyal, Archit Uniyal, et al.2022 · 145 citations
25. RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-EncoderConference on Empirical Methods in Natural Language Processing (EMNLP)Shitao Xiao, Zheng Liu, Yingxia Shao, et al.2022 · 145 citations
26. FLUTE: Figurative Language Understanding through Textual ExplanationsConference on Empirical Methods in Natural Language Processing (EMNLP)Tuhin Chakrabarty, Arkadiy Saakyan, Debanjan Ghosh, et al.2022 · 132 citations
27. Towards Multi-Modal Sarcasm Detection via Hierarchical Congruity Modeling with Knowledge EnhancementConference on Empirical Methods in Natural Language Processing (EMNLP)Hui Liu, Wenya Wang, Haoliang Li2022 · 132 citations
28. AdaMix: Mixture-of-Adaptations for Parameter-efficient Model TuningConference on Empirical Methods in Natural Language Processing (EMNLP)Yaqing Wang, Sahaj Agarwal, Subhabrata Mukherjee, et al.2022 · 132 citations
29. ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft PromptsConference on Empirical Methods in Natural Language Processing (EMNLP)Akari Asai, Mohammadreza Salehi, Matthew Peters, et al.2022 · 121 citations
30. Making Science Simple: Corpora for the Lay Summarisation of Scientific LiteratureConference on Empirical Methods in Natural Language Processing (EMNLP)Tomas Goldsack, Zhihao Zhang, Chenghua Lin, et al.2022 · 115 citations
31. Ground-Truth Labels Matter: A Deeper Look into Input-Label DemonstrationsConference on Empirical Methods in Natural Language Processing (EMNLP)Kang Min Yoo, Junyeob Kim, Hyuhng Joon Kim, et al.2022 · 113 citations
32. UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical ExpressionConference on Empirical Methods in Natural Language Processing (EMNLP)Jiaqi Chen, Tong Li, Jinghui Qin, et al.2022 · 111 citations
33. Rich Knowledge Sources Bring Complex Knowledge Conflicts: Recalibrating Models to Reflect Conflicting EvidenceConference on Empirical Methods in Natural Language Processing (EMNLP)Hung-Ting Chen, Michael Zhang, Eunsol Choi2022 · 103 citations
34. Tomayto, Tomahto. Beyond Token-level Answer Equivalence for Question Answering EvaluationConference on Empirical Methods in Natural Language Processing (EMNLP)Jannis Bulian, Christian Buck, Wojciech Gajewski, et al.2022 · 100 citations
35. MAVEN-ERE: A Unified Large-scale Dataset for Event Coreference, Temporal, Causal, and Subevent Relation ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP)Xiaozhi Wang, Yulin Chen, Ning Ding, et al.2022 · 96 citations
36. CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement LearningConference on Empirical Methods in Natural Language Processing (EMNLP)Zeqiu Wu, Yi Luan, Hannah Rashkin, et al.2022 · 95 citations
37. POTATO: The Portable Text Annotation ToolConference on Empirical Methods in Natural Language Processing (EMNLP)Jiaxin Pei, Aparna Ananthasubramaniam, Xingyao Wang, et al.2022 · 89 citations
38. Crossmodal-3600: A Massively Multilingual Multimodal Evaluation DatasetConference on Empirical Methods in Natural Language Processing (EMNLP)Ashish V. Thapliyal, Jordi Pont Tuset, Xi Chen, et al.2022 · 89 citations
39. Finding Skill Neurons in Pre-trained Transformer-based Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Xiaozhi Wang, Kaiyue Wen, Zhengyan Zhang, et al.2022 · 85 citations
40. The Geometry of Multilingual Language Model RepresentationsConference on Empirical Methods in Natural Language Processing (EMNLP)Tyler A. Chang, Zhuowen Tu, Benjamin K. Bergen2022 · 82 citations
41. Rainier: Reinforced Knowledge Introspector for Commonsense Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP)Jiacheng Liu, Skyler Hallinan, Ximing Lu, et al.2022 · 82 citations
42. SynGEC: Syntax-Enhanced Grammatical Error Correction with a Tailored GEC-Oriented ParserConference on Empirical Methods in Natural Language Processing (EMNLP)Yue Zhang, Bo Zhang, Zhenghua Li, et al.2022 · 76 citations
43. Facilitating Contrastive Learning of Discourse Relational Senses by Exploiting the Hierarchy of Sense RelationsConference on Empirical Methods in Natural Language Processing (EMNLP)Wanqiu Long, Bonnie Webber2022 · 43 citations
44. Reflect, Not Reflex: Inference-Based Common Ground Improves Dialogue Response QualityConference on Empirical Methods in Natural Language Processing (EMNLP)Pei Zhou, Hyundong Cho, Pegah Jandaghi, et al.2022 · 34 citations
45. Arabic Word-level Readability Visualization for Assisted Text SimplificationConference on Empirical Methods in Natural Language Processing (EMNLP)Reem Hazim, Hind Saddiki, Bashar Alhafni, et al.2022 · 29 citations
46. Camelira: An Arabic Multi-Dialect Morphological DisambiguatorOssama Obeid, Go Inoue, Nizar Habash2022 · 27 citations
47. Generative Data Augmentation with Contrastive Learning for Zero-Shot Stance DetectionConference on Empirical Methods in Natural Language Processing (EMNLP)Yang Li, Jiawei Yuan2022 · 26 citations
48. A Second Wave of UD Hebrew Treebanking and Cross-Domain ParsingAmir Zeldes, Nick Howell, Noam Ordan, et al.2022 · 18 citations
49. GuoFeng: A Benchmark for Zero Pronoun Recovery and TranslationConference on Empirical Methods in Natural Language Processing (EMNLP)Mingzhou Xu, Longyue Wang, Derek F. Wong, et al.2022 · 18 citations
50. Cross-document Event Coreference Search: Task, Dataset and ModelingConference on Empirical Methods in Natural Language Processing (EMNLP)Alon Eirew, Avi Caciularu, Ido Dagan2022 · 15 citations
51. Improving Event Coreference Resolution Using Document-level and Topic-level InformationConference on Empirical Methods in Natural Language Processing (EMNLP)Sheng Xu, Peifeng Li, Qiaoming Zhu2022 · 15 citations
52. Looking at the Overlooked: An Analysis on the Word-Overlap Bias in Natural Language InferenceConference on Empirical Methods in Natural Language Processing (EMNLP)Sara Rajaee, Yadollah Yaghoobzadeh, Mohammad Taher Pilehvar2022 · 13 citations
53. Towards Pragmatic Production Strategies for Natural Language Generation TasksMario Giulianelli2022 · 12 citations
54. T-STAR: Truthful Style Transfer using AMR Graph as Intermediate RepresentationAnubhav Jangra, Preksha Nema, Aravindan Raghuveer2022 · 11 citations
55. The Aligned Multimodal Movie Treebank: An audio, video, dependency-parse treebankAdam Yaari, Jan DeWitt, Henry Hu, et al.2022 · 7 citations

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