📰 EMNLP 2023: all papers in our library

80 works · the most cited first · ← EMNLP 2023

1. GQA: Training Generalized Multi-Query Transformer Models from Multi-Head CheckpointsConference on Empirical Methods in Natural Language Processing (EMNLP)Joshua Ainslie, James Lee-Thorp, Michiel de Jong, et al.2023 · 1,012 citations
2. Evaluating Object Hallucination in Large Vision-Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Yifan Li, Yifan Du, Kun Zhou, et al.2023 · 986 citations
3. FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text GenerationConference on Empirical Methods in Natural Language Processing (EMNLP)Sewon Min, Kalpesh Krishna, Xinxi Lyu, et al.2023 · 971 citations
4. Is ChatGPT a General-Purpose Natural Language Processing Task Solver?Conference on Empirical Methods in Natural Language Processing (EMNLP)Chengwei Qin, Aston Zhang, Zhuosheng Zhang, et al.2023 · 823 citations
5. HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Junyi Li, Xiaoxue Cheng, Wayne Xin Zhao, et al.2023 · 647 citations
6. Encouraging Divergent Thinking in Large Language Models through Multi-Agent DebateConference on Empirical Methods in Natural Language Processing (EMNLP)Tian Liang, Zhiwei He, Wenxiang Jiao, et al.2023 · 643 citations
7. Video-LLaVA: Learning United Visual Representation by Alignment Before ProjectionConference on Empirical Methods in Natural Language Processing (EMNLP)Bin Lin, Yang Ye, Bin Zhu, et al.2023 · 614 citations
8. Large Language Models Can Self-ImproveConference on Empirical Methods in Natural Language Processing (EMNLP)Jiaxin Huang, Shixiang Gu, Le Hou, et al.2023 · 563 citations
9. Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking AgentsConference on Empirical Methods in Natural Language Processing (EMNLP)Weiwei Sun, Lingyong Yan, Xinyu Ma, et al.2023 · 494 citations
10. Enabling Large Language Models to Generate Text with CitationsConference on Empirical Methods in Natural Language Processing (EMNLP)Tianyu Gao, Howard Yen, Jiatong Yu, et al.2023 · 477 citations
11. LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Zhiqiang Hu, Lei Wang, Yihuai Lan, et al.2023 · 399 citations
12. Automatic Prompt Optimization with “Gradient Descent” and Beam SearchConference on Empirical Methods in Natural Language Processing (EMNLP)Reid Pryzant, Dan Iter, Jerry Li, et al.2023 · 397 citations
13. Query Rewriting in Retrieval-Augmented Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Xinbei Ma, Yeyun Gong, Pengcheng He, et al.2023 · 383 citations
14. Query2doc: Query Expansion with Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Liang Wang, Nan Yang, Furu Wei2023 · 353 citations
15. LLMLingua: Compressing Prompts for Accelerated Inference of Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, et al.2023 · 335 citations
16. Character-LLM: A Trainable Agent for Role-PlayingConference on Empirical Methods in Natural Language Processing (EMNLP)Yunfan Shao, Linyang Li, Junqi Dai, et al.2023 · 300 citations
17. Document-Level Machine Translation with Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Longyue Wang, Chenyang Lyu, Tianbo Ji, et al.2023 · 296 citations
18. Baize: An Open-Source Chat Model with Parameter-Efficient Tuning on Self-Chat DataConference on Empirical Methods in Natural Language Processing (EMNLP)Canwen Xu, Daya Guo, Nan Duan, et al.2023 · 296 citations
19. API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMsConference on Empirical Methods in Natural Language Processing (EMNLP)Minghao Li, Yingxiu Zhao, Bowen Yu, et al.2023 · 282 citations
20. GPT-RE: In-context Learning for Relation Extraction using Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Zhen Wan, Fei Cheng, Zhuoyuan Mao, et al.2023 · 253 citations
21. Synthetic Data Generation with Large Language Models for Text Classification: Potential and LimitationsConference on Empirical Methods in Natural Language Processing (EMNLP)Zhuoyan Li, Hangxiao Zhu, Zhuoran Lu, et al.2023 · 242 citations
22. Compressing Context to Enhance Inference Efficiency of Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Yucheng Li, Bo Dong, Frank Guerin, et al.2023 · 209 citations
23. SODA: Million-scale Dialogue Distillation with Social Commonsense ContextualizationConference on Empirical Methods in Natural Language Processing (EMNLP)Hyunwoo Kim, Jack Hessel, Liwei Jiang, et al.2023 · 201 citations
24. Okapi: Instruction-tuned Large Language Models in Multiple Languages with Reinforcement Learning from Human FeedbackConference on Empirical Methods in Natural Language Processing (EMNLP)Viet Lai, Chien Nguyen, Nghia Ngo, et al.2023 · 194 citations
25. Adapting Language Models to Compress ContextsConference on Empirical Methods in Natural Language Processing (EMNLP)Alexis Chevalier, Alexander Wettig, Anirudh Ajith, et al.2023 · 179 citations
26. LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic ProversConference on Empirical Methods in Natural Language Processing (EMNLP)Theo X. Olausson, Alex Gu, Benjamin Lipkin, et al.2023 · 171 citations
27. The Troubling Emergence of Hallucination in Large Language Models - An Extensive Definition, Quantification, and Prescriptive RemediationsConference on Empirical Methods in Natural Language Processing (EMNLP)Vipula Rawte, Swagata Chakraborty, Agnibh Pathak, et al.2023 · 170 citations
28. Speak, Memory: An Archaeology of Books Known to ChatGPT/GPT-4Conference on Empirical Methods in Natural Language Processing (EMNLP)Kent K. Chang, Mackenzie Cramer, Sandeep Soni, et al.2023 · 166 citations
29. Do All Languages Cost the Same? Tokenization in the Era of Commercial Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Orevaoghene Ahia, Sachin Kumar, Hila Gonen, et al.2023 · 164 citations
30. TheoremQA: A Theorem-driven Question Answering DatasetConference on Empirical Methods in Natural Language Processing (EMNLP)Wenhu Chen, Ming Yin, Max Ku, et al.2023 · 155 citations
31. Label Words are Anchors: An Information Flow Perspective for Understanding In-Context LearningConference on Empirical Methods in Natural Language Processing (EMNLP)Lean Wang, Lei Li, Damai Dai, et al.2023 · 153 citations
32. Text Embeddings Reveal (Almost) As Much As TextConference on Empirical Methods in Natural Language Processing (EMNLP)John Morris, Volodymyr Kuleshov, Vitaly Shmatikov, et al.2023 · 146 citations
33. AfriSenti: A Twitter Sentiment Analysis Benchmark for African LanguagesConference on Empirical Methods in Natural Language Processing (EMNLP)Shamsuddeen Hassan Muhammad, Idris Abdulmumin, Abinew Ali Ayele, et al.2023 · 143 citations
34. Theory of Mind for Multi-Agent Collaboration via Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Huao Li, Yu Chong, Simon Stepputtis, et al.2023 · 134 citations
35. Prompting is not a substitute for probability measurements in large language modelsConference on Empirical Methods in Natural Language Processing (EMNLP)Jennifer Hu, Roger Levy2023 · 133 citations
36. LM vs LM: Detecting Factual Errors via Cross ExaminationConference on Empirical Methods in Natural Language Processing (EMNLP)Roi Cohen, May Hamri, Mor Geva, et al.2023 · 124 citations
37. Cross-lingual Prompting: Improving Zero-shot Chain-of-Thought Reasoning across LanguagesConference on Empirical Methods in Natural Language Processing (EMNLP)Libo Qin, Qiguang Chen, Fuxuan Wei, et al.2023 · 122 citations
38. INSTRUCTSCORE: Towards Explainable Text Generation Evaluation with Automatic FeedbackConference on Empirical Methods in Natural Language Processing (EMNLP)Wenda Xu, Danqing Wang, Liangming Pan, et al.2023 · 122 citations
39. Unlearn What You Want to Forget: Efficient Unlearning for LLMsConference on Empirical Methods in Natural Language Processing (EMNLP)Jiaao Chen, Diyi Yang2023 · 120 citations
40. UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP)Ahmed Masry, Parsa Kavehzadeh, Xuan Long Do, et al.2023 · 119 citations
41. XLM-V: Overcoming the Vocabulary Bottleneck in Multilingual Masked Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Davis Liang, Hila Gonen, Yuning Mao, et al.2023 · 117 citations
42. The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-TuningConference on Empirical Methods in Natural Language Processing (EMNLP)Seungone Kim, Se Joo, Doyoung Kim, et al.2023 · 116 citations
43. GPTAraEval: A Comprehensive Evaluation of ChatGPT on Arabic NLPConference on Empirical Methods in Natural Language Processing (EMNLP)Md Tawkat Islam Khondaker, Abdul Waheed, El Moatez Billah Nagoudi, et al.2023 · 110 citations
44. Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?Conference on Empirical Methods in Natural Language Processing (EMNLP)Yang Chen, Hexiang Hu, Yi Luan, et al.2023 · 109 citations
45. WiCE: Real-World Entailment for Claims in WikipediaConference on Empirical Methods in Natural Language Processing (EMNLP)Ryo Kamoi, Tanya Goyal, Juan Diego Rodriguez, et al.2023 · 109 citations
46. We're Afraid Language Models Aren't Modeling AmbiguityConference on Empirical Methods in Natural Language Processing (EMNLP)Alisa Liu, Zhaofeng Wu, Julian Michael, et al.2023 · 108 citations
47. TrueTeacher: Learning Factual Consistency Evaluation with Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Zorik Gekhman, Jonathan Herzig, Roee Aharoni, et al.2023 · 106 citations
48. Copyright Violations and Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Antonia Karamolegkou, Jiaang Li, Li Zhou, et al.2023 · 101 citations
49. CoAnnotating: Uncertainty-Guided Work Allocation between Human and Large Language Models for Data AnnotationConference on Empirical Methods in Natural Language Processing (EMNLP)Minzhi Li, Taiwei Shi, Caleb Ziems, et al.2023 · 98 citations
50. Answering Questions by Meta-Reasoning over Multiple Chains of ThoughtConference on Empirical Methods in Natural Language Processing (EMNLP)Ori Yoran, Tomer Wolfson, Ben Bogin, et al.2023 · 97 citations
51. Cross-Lingual Consistency of Factual Knowledge in Multilingual Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Jirui Qi, Raquel Fernández, Arianna Bisazza2023 · 90 citations
52. Evaluation Metrics in the Era of GPT-4: Reliably Evaluating Large Language Models on Sequence to Sequence TasksConference on Empirical Methods in Natural Language Processing (EMNLP)Andrea Sottana, Bin Liang, Kai Zou, et al.2023 · 89 citations
53. Multilingual Large Language Models Are Not (Yet) Code-SwitchersConference on Empirical Methods in Natural Language Processing (EMNLP)Ruochen Zhang, Samuel Cahyawijaya, Jan Christian Blaise Cruz, et al.2023 · 85 citations
54. CoLT5: Faster Long-Range Transformers with Conditional ComputationConference on Empirical Methods in Natural Language Processing (EMNLP)Joshua Ainslie, Tao Lei, Michiel de Jong, et al.2023 · 83 citations
55. Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Gangwoo Kim, Sungdong Kim, Byeongguk Jeon, et al.2023 · 82 citations
56. Selectively Answering Ambiguous QuestionsConference on Empirical Methods in Natural Language Processing (EMNLP)Jeremy Cole, Michael Zhang, Daniel Gillick, et al.2023 · 78 citations
57. Ties Matter: Meta-Evaluating Modern Metrics with Pairwise Accuracy and Tie CalibrationConference on Empirical Methods in Natural Language Processing (EMNLP)Daniel Deutsch, George Foster, Markus Freitag2023 · 73 citations
58. Unveiling the Implicit Toxicity in Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Jiaxin Wen, Pei Ke, Hao Sun, et al.2023 · 71 citations
59. ReCEval: Evaluating Reasoning Chains via Correctness and InformativenessConference on Empirical Methods in Natural Language Processing (EMNLP)Archiki Prasad, Swarnadeep Saha, Xiang Zhou, et al.2023 · 68 citations
60. FOCUS: Effective Embedding Initialization for Monolingual Specialization of Multilingual ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Konstantin Dobler, Gerard de Melo2023 · 61 citations
61. Stance Detection on Social Media with Background KnowledgeConference on Empirical Methods in Natural Language Processing (EMNLP)Ang Li, Bin Liang, Jingqian Zhao, et al.2023 · 58 citations
62. Counting the Bugs in ChatGPT's Wugs: A Multilingual Investigation into the Morphological Capabilities of a Large Language ModelLeonie Weissweiler, Valentin Hofmann, Anjali Kantharuban2023 · 47 citations
63. Advancements in Arabic Grammatical Error Detection and Correction: An Empirical InvestigationConference on Empirical Methods in Natural Language Processing (EMNLP)Bashar Alhafni, Go Inoue, Christian Khairallah, et al.2023 · 38 citations
64. Seq2seq is All You Need for Coreference ResolutionConference on Empirical Methods in Natural Language Processing (EMNLP)Wenzheng Zhang, Sam Wiseman, Karl Stratos2023 · 32 citations
65. IfQA: A Dataset for Open-domain Question Answering under Counterfactual PresuppositionsWenhao Yu, Meng Jiang, Peter Clark, et al.2023 · 26 citations
66. QUDeval: The Evaluation of Questions Under Discussion Discourse ParsingYating Wu, Ritika Mangla, Greg Durrett, et al.2023 · 21 citations
67. DADA: Dialect Adaptation via Dynamic Aggregation of Linguistic RulesYanchen Liu, William Held, Diyi Yang2023 · 20 citations
68. Elaborative Simplification as Implicit Questions Under DiscussionYating Wu, William Sheffield, Kyle Mahowald, et al.2023 · 18 citations
69. Crossing the Threshold: Idiomatic Machine Translation through Retrieval Augmentation and Loss WeightingConference on Empirical Methods in Natural Language Processing (EMNLP)Emmy Liu, Aditi Chaudhary, Graham Neubig2023 · 17 citations
70. Cross-Document Event Coreference Resolution on Discourse StructureConference on Empirical Methods in Natural Language Processing (EMNLP)Xinyu Chen, Sheng Xu, Peifeng Li, et al.2023 · 16 citations
71. Bridging the Gap between Synthetic and Authentic Images for Multimodal Machine TranslationConference on Empirical Methods in Natural Language Processing (EMNLP)Wenyu Guo, Qingkai Fang, Dong Yu, et al.2023 · 15 citations
72. Bridging Background Knowledge Gaps in Translation with Automatic ExplicitationConference on Empirical Methods in Natural Language Processing (EMNLP)HyoJung Han, Jordan Boyd-Graber, Marine Carpuat2023 · 13 citations
73. A Multi-Task Dataset for Assessing Discourse Coherence in Chinese Essays: Structure, Theme, and Logic AnalysisConference on Empirical Methods in Natural Language Processing (EMNLP)Hongyi Wu, Xinshu Shen, Man Lan, et al.2023 · 12 citations
74. Improving Dialogue Discourse Parsing via Reply-to Structures of Addressee RecognitionConference on Empirical Methods in Natural Language Processing (EMNLP)Yaxin Fan, Feng Jiang, Peifeng Li, et al.2023 · 11 citations
75. IEKG: A Commonsense Knowledge Graph for Idiomatic ExpressionsConference on Empirical Methods in Natural Language Processing (EMNLP)Ziheng Zeng, Kellen Tan Cheng, Srihari Venkat Nanniyur, et al.2023 · 11 citations
76. CQE: A Comprehensive Quantity ExtractorConference on Empirical Methods in Natural Language Processing (EMNLP)Satya Almasian, Vivian Kazakova, Philipp Göldner, et al.2023 · 9 citations
77. TATA: Stance Detection via Topic-Agnostic and Topic-Aware EmbeddingsConference on Empirical Methods in Natural Language Processing (EMNLP)Hans Hanley, Zakir Durumeric2023 · 9 citations
78. Prompt-based Logical Semantics Enhancement for Implicit Discourse Relation RecognitionConference on Empirical Methods in Natural Language Processing (EMNLP)Chenxu Wang, Ping Jian, Mu Huang2023 · 8 citations
79. PreWoMe: Exploiting Presuppositions as Working Memory for Long Form Question AnsweringWookje Han, Jinsol Park, Kyungjae Lee2023 · 4 citations
80. Assessing the influence of attractor-verb distance on grammatical agreement in humans and language modelsChristos Zacharopoulos, Théo Desbordes, Mathias Sablé-Meyer2023 · 1 citation

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