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EMNLP 2023: all accepted papers

1,182 papers · page 2 of 12 · the most cited first · ← EMNLP 2023

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  1. Answering Questions by Meta-Reasoning over Multiple Chains of ThoughtOri Yoran, Tomer Wolfson, Ben Bogin et al.36 citations · our summary
  2. LLM4Vis: Explainable Visualization Recommendation using ChatGPT ↗Lei Wang, Songheng Zhang, Yun Wang et al. · Industry Track36 citations
  3. Large Language Models are Temporal and Causal Reasoners for Video Question Answering ↗Dohwan Ko, Ji Lee, Woo-Young Kang et al.36 citations
  4. Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks ↗Alon Jacovi, Avi Caciularu, Omer Goldman et al.36 citations
  5. Fighting Fire with Fire: The Dual Role of LLMs in Crafting and Detecting Elusive Disinformation ↗Jason Lucas, Adaku Uchendu, Michiharu Yamashita et al.35 citations
  6. Investigating Efficiently Extending Transformers for Long Input Summarization ↗Jason Phang, Yao Zhao, Peter Liu35 citations
  7. MULTITuDE: Large-Scale Multilingual Machine-Generated Text Detection Benchmark ↗Dominik Macko, Robert Moro, Adaku Uchendu et al.35 citations
  8. Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language ModelsGangwoo Kim, Sungdong Kim, Byeongguk Jeon et al.35 citations · our summary
  9. Let GPT be a Math Tutor: Teaching Math Word Problem Solvers with Customized Exercise Generation ↗Zhenwen Liang, Wenhao Yu, Tanmay Rajpurohit et al.34 citations
  10. Lion: Adversarial Distillation of Proprietary Large Language Models ↗Yuxin Jiang, Chunkit Chan, Mingyang Chen et al.34 citations
  11. Evaluation Metrics in the Era of GPT-4: Reliably Evaluating Large Language Models on Sequence to Sequence TasksAndrea Sottana, Bin Liang, Kai Zou et al.33 citations · our summary
  12. SummEdits: Measuring LLM Ability at Factual Reasoning Through The Lens of Summarization ↗Philippe Laban, Wojciech Kryscinski, Divyansh Agarwal et al.33 citations
  13. TheoremQA: A Theorem-driven Question Answering DatasetWenhu Chen, Ming Yin, Max Ku et al.33 citations · our summary
  14. An Integrative Survey on Mental Health Conversational Agents to Bridge Computer Science and Medical Perspectives ↗Young Min Cho, Sunny Rai, Lyle Ungar et al.32 citations
  15. Cross-lingual Prompting: Improving Zero-shot Chain-of-Thought Reasoning across LanguagesLibo Qin, Qiguang Chen, Fuxuan Wei et al.32 citations · our summary
  16. Do Language Models Have a Common Sense regarding Time? Revisiting Temporal Commonsense Reasoning in the Era of Large Language Models ↗Raghav Jain, Daivik Sojitra, Arkadeep Acharya et al.32 citations
  17. Label Words are Anchors: An Information Flow Perspective for Understanding In-Context LearningLean Wang, Lei Li, Damai Dai et al.32 citations · our summary
  18. Stance Detection on Social Media with Background KnowledgeAng Li, Bin Liang, Jingqian Zhao et al.32 citations · our summary
  19. TrueTeacher: Learning Factual Consistency Evaluation with Large Language ModelsZorik Gekhman, Jonathan Herzig, Roee Aharoni et al.32 citations · our summary
  20. UPRISE: Universal Prompt Retrieval for Improving Zero-Shot Evaluation ↗Daixuan Cheng, Shaohan Huang, Junyu Bi et al.32 citations
  21. Whispering LLaMA: A Cross-Modal Generative Error Correction Framework for Speech Recognition ↗Srijith Radhakrishnan, Chao-Han Huck Yang, Sumeer Ahmad Khan et al.32 citations
  22. CLAIR: Evaluating Image Captions with Large Language Models ↗David M. Chan, Suzanne Petryk, Joseph E. Gonzalez et al.31 citations
  23. CoLT5: Faster Long-Range Transformers with Conditional ComputationJoshua Ainslie, Tao Lei, Michiel de Jong et al.31 citations · our summary
  24. GeoLM: Empowering Language Models for Geospatially Grounded Language Understanding ↗Zekun Li, Wenxuan Zhou, Yao-Yi Chiang et al.31 citations
  25. ViSoBERT: A Pre-Trained Language Model for Vietnamese Social Media Text Processing ↗Nam Nguyen, Thang Phan, Duc-Vu Nguyen et al.31 citations
  26. A Self-training Framework for Automated Medical Report Generation ↗Siyuan Wang, Zheng Liu, Bo Peng30 citations
  27. ChatGPT to Replace Crowdsourcing of Paraphrases for Intent Classification: Higher Diversity and Comparable Model Robustness ↗Jan Cegin, Jakub Simko, Peter Brusilovsky30 citations
  28. Prompting Large Language Models with Chain-of-Thought for Few-Shot Knowledge Base Question Generation ↗Yuanyuan Liang, Jianing Wang, Hanlun Zhu et al.29 citations
  29. ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge Graph ↗Jinhao Jiang, Kun Zhou, Xin Zhao et al.29 citations
  30. Towards LLM-driven Dialogue State Tracking ↗Yujie Feng, Zexin Lu, Bo Liu et al.29 citations
  31. Building Real-World Meeting Summarization Systems using Large Language Models: A Practical Perspective ↗Md Tahmid Rahman Laskar, Xue-Yong Fu, Cheng Chen et al. · Industry Track28 citations
  32. How Does Generative Retrieval Scale to Millions of Passages? ↗Ronak Pradeep, Kai Hui, Jai Gupta et al.28 citations
  33. Joint Entity and Relation Extraction with Span Pruning and Hypergraph Neural Networks ↗Zhaohui Yan, Songlin Yang, Wei Liu et al.28 citations
  34. APrompt: Attention Prompt Tuning for Efficient Adaptation of Pre-trained Language Models ↗Qifan Wang, Yuning Mao, Jingang Wang et al.27 citations
  35. Adapters: A Unified Library for Parameter-Efficient and Modular Transfer Learning ↗Clifton Poth, Hannah Sterz, Indraneil Paul et al. · System Demonstrations27 citations
  36. How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances ↗Zihan Zhang, Meng Fang, Ling Chen et al.27 citations
  37. Symbol tuning improves in-context learning in language models ↗Jerry Wei, Le Hou, Andrew Lampinen et al.27 citations
  38. Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators ↗Liang Chen, Yang Deng, Yatao Bian et al.26 citations
  39. FANToM: A Benchmark for Stress-testing Machine Theory of Mind in Interactions ↗Hyunwoo Kim, Melanie Sclar, Xuhui Zhou et al.26 citations
  40. Multilingual Large Language Models Are Not (Yet) Code-SwitchersRuochen Zhang, Samuel Cahyawijaya, Jan Christian Blaise Cruz et al.26 citations · our summary
  41. Okapi: Instruction-tuned Large Language Models in Multiple Languages with Reinforcement Learning from Human FeedbackViet Lai, Chien Nguyen, Nghia Ngo et al. · System Demonstrations26 citations · our summary
  42. Semi-automatic Data Enhancement for Document-Level Relation Extraction with Distant Supervision from Large Language Models ↗Junpeng Li, Zixia Jia, Zilong Zheng26 citations
  43. Transcending Scaling Laws with 0.1% Extra Compute ↗Yi Tay, Jason Wei, Hyung Chung et al.26 citations
  44. UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of Rerankers ↗Jon Saad-Falcon, Omar Khattab, Keshav Santhanam et al.26 citations
  45. WiCE: Real-World Entailment for Claims in WikipediaRyo Kamoi, Tanya Goyal, Juan Diego Rodriguez et al.26 citations · our summary
  46. MAUD: An Expert-Annotated Legal NLP Dataset for Merger Agreement Understanding ↗Steven Wang, Antoine Scardigli, Leonard Tang et al.25 citations
  47. Rumor Detection on Social Media with Crowd Intelligence and ChatGPT-Assisted Networks ↗Chang Yang, Peng Zhang, Wenbo Qiao et al.25 citations
  48. The Art of SOCRATIC QUESTIONING: Recursive Thinking with Large Language Models ↗Jingyuan Qi, Zhiyang Xu, Ying Shen et al.25 citations
  49. Goal-Driven Explainable Clustering via Language Descriptions ↗Zihan Wang, Jingbo Shang, Ruiqi Zhong24 citations
  50. Inverse Scaling Can Become U-Shaped ↗Jason Wei, Najoung Kim, Yi Tay et al.24 citations
  51. Unveiling the Implicit Toxicity in Large Language ModelsJiaxin Wen, Pei Ke, Hao Sun et al.24 citations · our summary
  52. On the Challenges of Using Black-Box APIs for Toxicity Evaluation in Research ↗Luiza Pozzobon, Beyza Ermis, Patrick Lewis et al.23 citations
  53. Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction ↗Chong Zhang, Ya Guo, Yi Tu et al.23 citations
  54. Syllogistic Reasoning for Legal Judgment Analysis ↗Wentao Deng, Jiahuan Pei, Keyi Kong et al.23 citations
  55. Evaluation of African American Language Bias in Natural Language Generation ↗Nicholas Deas, Jessica Grieser, Shana Kleiner et al.22 citations
  56. Exploring the Boundaries of GPT-4 in Radiology ↗Qianchu Liu, Stephanie Hyland, Shruthi Bannur et al.22 citations
  57. Generative Table Pre-training Empowers Models for Tabular Prediction ↗Tianping Zhang, Shaowen Wang, Shuicheng Yan et al.22 citations
  58. Multilingual Simplification of Medical Texts ↗Sebastian Joseph, Kathryn Kazanas, Keziah Reina et al.22 citations
  59. Revisiting Automated Topic Model Evaluation with Large Language Models ↗Dominik Stammbach, Vilém Zouhar, Alexander Hoyle et al.22 citations
  60. Token Prediction as Implicit Classification to Identify LLM-Generated Text ↗Yutian Chen, Hao Kang, Yiyan Zhai et al.22 citations
  61. DSI++: Updating Transformer Memory with New Documents ↗Sanket Vaibhav Mehta, Jai Gupta, Yi Tay et al.21 citations
  62. Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus ↗Tianhang Zhang, Lin Qiu, Qipeng Guo et al.21 citations
  63. Humanoid Agents: Platform for Simulating Human-like Generative Agents ↗Zhilin Wang, Yu Ying Chiu, Yu Cheung Chiu · System Demonstrations21 citations
  64. MoT: Memory-of-Thought Enables ChatGPT to Self-Improve ↗Xiaonan Li, Xipeng Qiu21 citations
  65. ROBBIE: Robust Bias Evaluation of Large Generative Language Models ↗David Esiobu, Xiaoqing Tan, Saghar Hosseini et al.21 citations
  66. AART: AI-Assisted Red-Teaming with Diverse Data Generation for New LLM-powered Applications ↗Bhaktipriya Radharapu, Kevin Robinson, Lora Aroyo et al. · Industry Track20 citations
  67. BLESS: Benchmarking Large Language Models on Sentence Simplification ↗Tannon Kew, Alison Chi, Laura Vásquez-Rodríguez et al.20 citations
  68. Continual Named Entity Recognition without Catastrophic Forgetting ↗Duzhen Zhang, Wei Cong, Jiahua Dong et al.20 citations
  69. Evaluating Cross-Domain Text-to-SQL Models and Benchmarks ↗Mohammadreza Pourreza, Davood Rafiei20 citations
  70. Exchange-of-Thought: Enhancing Large Language Model Capabilities through Cross-Model Communication ↗Zhangyue Yin, Qiushi Sun, Cheng Chang et al.20 citations
  71. FedTherapist: Mental Health Monitoring with User-Generated Linguistic Expressions on Smartphones via Federated Learning ↗Jaemin Shin, Hyungjun Yoon, Seungjoo Lee et al.20 citations
  72. Incorporating Structured Representations into Pretrained Vision & Language Models Using Scene Graphs ↗Roei Herzig, Alon Mendelson, Leonid Karlinsky et al.20 citations
  73. JarviX: A LLM No code Platform for Tabular Data Analysis and Optimization ↗Shang-Ching Liu, ShengKun Wang, Tsungyao Chang et al. · Industry Track20 citations
  74. Large Language Models are Complex Table Parsers ↗Bowen Zhao, Changkai Ji, Yuejie Zhang et al.20 citations
  75. Privacy Implications of Retrieval-Based Language Models ↗Yangsibo Huang, Samyak Gupta, Zexuan Zhong et al.20 citations
  76. Shall We Pretrain Autoregressive Language Models with Retrieval? A Comprehensive Study ↗Boxin Wang, Wei Ping, Peng Xu et al.20 citations
  77. APoLLo : Unified Adapter and Prompt Learning for Vision Language Models ↗Sanjoy Chowdhury, Sayan Nag, Dinesh Manocha19 citations
  78. AutoTrial: Prompting Language Models for Clinical Trial Design ↗Zifeng Wang, Cao Xiao, Jimeng Sun19 citations
  79. CodeFusion: A Pre-trained Diffusion Model for Code Generation ↗Mukul Singh, José Cambronero, Sumit Gulwani et al.19 citations
  80. Dialogue Chain-of-Thought Distillation for Commonsense-aware Conversational Agents ↗Hyungjoo Chae, Yongho Song, Kai Ong et al.19 citations
  81. Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding ↗Sangmin Bae, Jongwoo Ko, Hwanjun Song et al.19 citations
  82. Instruct and Extract: Instruction Tuning for On-Demand Information Extraction ↗Yizhu Jiao, Ming Zhong, Sha Li et al.19 citations
  83. LM-Polygraph: Uncertainty Estimation for Language Models ↗Ekaterina Fadeeva, Roman Vashurin, Akim Tsvigun et al. · System Demonstrations19 citations
  84. When the Majority is Wrong: Modeling Annotator Disagreement for Subjective Tasks ↗Eve Fleisig, Rediet Abebe, Dan Klein19 citations
  85. Aligning Large Language Models through Synthetic Feedback ↗Sungdong Kim, Sanghwan Bae, Jamin Shin et al.18 citations
  86. Anaphor Assisted Document-Level Relation Extraction ↗Chonggang Lu, Richong Zhang, Kai Sun et al.18 citations
  87. BeautifulPrompt: Towards Automatic Prompt Engineering for Text-to-Image Synthesis ↗Tingfeng Cao, Chengyu Wang, Bingyan Liu et al. · Industry Track18 citations
  88. Can We Edit Multimodal Large Language Models? ↗Siyuan Cheng, Bozhong Tian, Qingbin Liu et al.18 citations
  89. CoCo: Coherence-Enhanced Machine-Generated Text Detection Under Low Resource With Contrastive Learning ↗Xiaoming Liu, Zhaohan Zhang, Yichen Wang et al.18 citations
  90. End-to-end Task-oriented Dialogue: A Survey of Tasks, Methods, and Future Directions ↗Libo Qin, Wenbo Pan, Qiguang Chen et al.18 citations
  91. Human Learning by Model Feedback: The Dynamics of Iterative Prompting with Midjourney ↗Shachar Don-Yehiya, Leshem Choshen, Omri Abend18 citations
  92. Large Language Models: The Need for Nuance in Current Debates and a Pragmatic Perspective on Understanding ↗Bram van Dijk, Tom Kouwenhoven, Marco Spruit et al.18 citations
  93. NormDial: A Comparable Bilingual Synthetic Dialog Dataset for Modeling Social Norm Adherence and Violation ↗Oliver Li, Mallika Subramanian, Arkadiy Saakyan et al.18 citations
  94. PRCA: Fitting Black-Box Large Language Models for Retrieval Question Answering via Pluggable Reward-Driven Contextual Adapter ↗Haoyan Yang, Zhitao Li, Yong Zhang et al.18 citations
  95. The Sentiment Problem: A Critical Survey towards Deconstructing Sentiment Analysis ↗Pranav Narayanan Venkit, Mukund Srinath, Sanjana Gautam et al.18 citations
  96. A Cheaper and Better Diffusion Language Model with Soft-Masked Noise ↗Jiaao Chen, Aston Zhang, Mu Li et al.17 citations
  97. A Pretrained Language Model for Cyber Threat Intelligence ↗Youngja Park, Weiqiu You · Industry Track17 citations
  98. Benchmarking and Improving Text-to-SQL Generation under Ambiguity ↗Adithya Bhaskar, Tushar Tomar, Ashutosh Sathe et al.17 citations
  99. Detecting and Mitigating Hallucinations in Multilingual Summarisation ↗Yifu Qiu, Yftah Ziser, Anna Korhonen et al.17 citations
  100. Dynosaur: A Dynamic Growth Paradigm for Instruction-Tuning Data Curation ↗Da Yin, Xiao Liu, Fan Yin et al.17 citations

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