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EMNLP 2024: all accepted papers

1,447 papers · page 2 of 15 · the most cited first · ← EMNLP 2024

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  1. Towards Robust Speech Representation Learning for Thousands of Languages ↗William Chen, Wangyou Zhang, Yifan Peng et al. · 🏆 Best Paper Award20 citations
  2. Automated Essay Scoring: A Reflection on the State of the Art ↗Shengjie Li, Vincent Ng19 citations
  3. Hidden Persuaders: LLMs' Political Leaning and Their Influence on Voters ↗Yujin Potter, Shiyang Lai, Junsol Kim et al.19 citations
  4. Instruction Pre-Training: Language Models are Supervised Multitask Learners ↗Daixuan Cheng, Yuxian Gu, Shaohan Huang et al.19 citations
  5. Intent Detection in the Age of LLMs ↗Gaurav Arora, Shreya Jain, Srujana Merugu · Industry Track19 citations
  6. MT-Eval: A Multi-Turn Capabilities Evaluation Benchmark for Large Language ModelsWai-Chung Kwan, Xingshan Zeng, Yuxin Jiang et al.19 citations · our summary
  7. MatchTime: Towards Automatic Soccer Game Commentary Generation ↗Jiayuan Rao, Haoning Wu, Chang Liu et al.19 citations
  8. Multi-expert Prompting Improves Reliability, Safety and Usefulness of Large Language Models ↗Do Xuan Long, Duong Ngoc Yen, Anh Tuan Luu et al.19 citations
  9. Performance-Guided LLM Knowledge Distillation for Efficient Text Classification at Scale ↗Flavio Di Palo, Prateek Singhi, Bilal H Fadlallah19 citations
  10. User Inference Attacks on Large Language Models ↗Nikhil Kandpal, Krishna Pillutla, Alina Oprea et al.19 citations
  11. BLSP-Emo: Towards Empathetic Large Speech-Language Models ↗Chen Wang, Minpeng Liao, Zhongqiang Huang et al.18 citations
  12. Jellyfish: Instruction-Tuning Local Large Language Models for Data Preprocessing ↗Haochen Zhang, Yuyang Dong, Chuan Xiao et al.18 citations
  13. Modular Pluralism: Pluralistic Alignment via Multi-LLM Collaboration ↗Shangbin Feng, Taylor Sorensen, Yuhan Liu et al.18 citations
  14. Sprout: Green Generative AI with Carbon-Efficient LLM Inference ↗Baolin Li, Yankai Jiang, Vijay Gadepally et al.18 citations
  15. StablePrompt : Automatic Prompt Tuning using Reinforcement Learning for Large Language Model ↗Minchan Kwon, Gaeun Kim, Jongsuk Kim et al.18 citations
  16. VPTQ: Extreme Low-bit Vector Post-Training Quantization for Large Language Models ↗Yifei Liu, Jicheng Wen, Yang Wang et al.18 citations
  17. A User-Centric Multi-Intent Benchmark for Evaluating Large Language Models ↗Jiayin Wang, Fengran Mo, Weizhi Ma et al. · 🏆 Resource Paper Award17 citations
  18. CHIQ: Contextual History Enhancement for Improving Query Rewriting in Conversational Search ↗Fengran Mo, Abbas Ghaddar, Kelong Mao et al.17 citations
  19. DataNarrative: Automated Data-Driven Storytelling with Visualizations and Texts ↗Mohammed Saidul Islam, Md Tahmid Rahman Laskar, Md Rizwan Parvez et al.17 citations
  20. Defending Against Social Engineering Attacks in the Age of LLMs ↗Lin Ai, Tharindu Sandaruwan Kumarage, Amrita Bhattacharjee et al.17 citations
  21. How Does the Disclosure of AI Assistance Affect the Perceptions of Writing? ↗Zhuoyan Li, Chen Liang, Jing Peng et al.17 citations
  22. InferAligner: Inference-Time Alignment for Harmlessness through Cross-Model Guidance ↗Pengyu Wang, Dong Zhang, Linyang Li et al.17 citations
  23. Language Models Learn Rare Phenomena from Less Rare Phenomena: The Case of the Missing AANNs ↗Kanishka Misra, Kyle Mahowald · 🏆 Outstanding Paper Award17 citations
  24. Mixture-of-Subspaces in Low-Rank Adaptation ↗Taiqiang Wu, Jiahao Wang, Zhe Zhao et al.17 citations
  25. Prompt Leakage effect and mitigation strategies for multi-turn LLM Applications ↗Divyansh Agarwal, Alexander Fabbri, Ben Risher et al. · Industry Track17 citations
  26. TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Industry Systems ↗Yilun Kong, Jingqing Ruan, YiHong Chen et al. · Industry Track17 citations
  27. Triad: A Framework Leveraging a Multi-Role LLM-based Agent to Solve Knowledge Base Question Answering ↗Chang Zong, Yuchen Yan, Weiming Lu et al.17 citations
  28. “Thinking” Fair and Slow: On the Efficacy of Structured Prompts for Debiasing Language Models ↗Shaz Furniturewala, Surgan Jandial, Abhinav Java et al.17 citations
  29. Cross-Domain Audio Deepfake Detection: Dataset and Analysis ↗Yuang Li, Min Zhang, Mengxin Ren et al.16 citations
  30. DAMRO: Dive into the Attention Mechanism of LVLM to Reduce Object Hallucination ↗Xuan Gong, Tianshi Ming, Xinpeng Wang et al.16 citations
  31. Extracting Prompts by Inverting LLM Outputs ↗Collin Zhang, John Xavier Morris, Vitaly Shmatikov16 citations
  32. Language models and brains align due to more than next-word prediction and word-level information ↗Gabriele Merlin, Mariya Toneva16 citations
  33. MarkLLM: An Open-Source Toolkit for LLM Watermarking ↗Leyi Pan, Aiwei Liu, Zhiwei He et al. · System Demonstrations16 citations
  34. PRompt Optimization in Multi-Step Tasks (PROMST): Integrating Human Feedback and Heuristic-based Sampling ↗Yongchao Chen, Jacob Arkin, Yilun Hao et al.16 citations
  35. Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts ↗Zhaoxuan Tan, Zheyuan Liu, Meng Jiang16 citations
  36. RealVul: Can We Detect Vulnerabilities in Web Applications with LLM? ↗Di Cao, Yong Liao, Xiuwei Shang16 citations
  37. SOUL: Unlocking the Power of Second-Order Optimization for LLM Unlearning ↗Jinghan Jia, Yihua Zhang, Yimeng Zhang et al.16 citations
  38. SciER: An Entity and Relation Extraction Dataset for Datasets, Methods, and Tasks in Scientific Documents ↗Qi Zhang, Zhijia Chen, Huitong Pan et al.16 citations
  39. Segment Any Text: A Universal Approach for Robust, Efficient and Adaptable Sentence Segmentation ↗Markus Frohmann, Igor Sterner, Ivan Vulić et al.16 citations
  40. ADELIE: Aligning Large Language Models on Information Extraction ↗Yunjia Qi, Hao Peng, Xiaozhi Wang et al.15 citations
  41. Calibrating Language Models with Adaptive Temperature Scaling ↗Johnathan Xie, Annie S Chen, Yoonho Lee et al.15 citations
  42. Can Large Language Models Faithfully Express Their Intrinsic Uncertainty in Words? ↗Gal Yona, Roee Aharoni, Mor Geva15 citations
  43. CodeAgent: Autonomous Communicative Agents for Code Review ↗Xunzhu Tang, Kisub Kim, Yewei Song et al.15 citations
  44. Foundational Autoraters: Taming Large Language Models for Better Automatic Evaluation ↗Tu Vu, Kalpesh Krishna, Salaheddin Alzubi et al.15 citations
  45. LLMs Are Prone to Fallacies in Causal Inference ↗Nitish Joshi, Abulhair Saparov, Yixin Wang et al.15 citations
  46. LogicAsker: Evaluating and Improving the Logical Reasoning Ability of Large Language Models ↗Yuxuan Wan, Wenxuan Wang, Yiliu Yang et al.15 citations
  47. MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration ↗Lin Xu, Zhiyuan Hu, Daquan Zhou et al.15 citations
  48. Model Editing Harms General Abilities of Large Language Models: Regularization to the RescueJia-Chen Gu, Hao-Xiang Xu, Jun-Yu Ma et al.15 citations · our summary
  49. OmAgent: A Multi-modal Agent Framework for Complex Video Understanding with Task Divide-and-Conquer ↗Lu Zhang, Tiancheng Zhao, Heting Ying et al.15 citations
  50. Pron vs Prompt: Can Large Language Models already Challenge a World-Class Fiction Author at Creative Text Writing? ↗Guillermo Marco, Julio Gonzalo, M.Teresa Mateo-Girona et al.15 citations
  51. STAR: SocioTechnical Approach to Red Teaming Language Models ↗Laura Weidinger, John F J Mellor, Bernat Guillén Pegueroles et al.15 citations
  52. Transformers are Multi-State RNNs ↗Matanel Oren, Michael Hassid, Nir Yarden et al.15 citations
  53. Advancing Social Intelligence in AI Agents: Technical Challenges and Open Questions ↗Leena Mathur, Paul Pu Liang, Louis-Philippe Morency14 citations
  54. D2R: Dual-Branch Dynamic Routing Network for Multimodal Sentiment Detection ↗Yifan Chen, Kuntao Li, Weixing Mai et al.14 citations
  55. DA-Code: Agent Data Science Code Generation Benchmark for Large Language Models ↗Yiming Huang, Jianwen Luo, Yan Yu et al.14 citations
  56. Defending Jailbreak Prompts via In-Context Adversarial Game ↗Yujun Zhou, Yufei Han, Haomin Zhuang et al.14 citations
  57. GeoGPT4V: Towards Geometric Multi-modal Large Language Models with Geometric Image Generation ↗Shihao Cai, Keqin Bao, Hangyu Guo et al.14 citations
  58. ImageInWords: Unlocking Hyper-Detailed Image Descriptions ↗Roopal Garg, Andrea Burns, Burcu Karagol Ayan et al.14 citations
  59. Knowledge Verification to Nip Hallucination in the Bud ↗Fanqi Wan, Xinting Huang, Leyang Cui et al.14 citations
  60. LLM-Based Agent Society Investigation: Collaboration and Confrontation in Avalon Gameplay ↗Yihuai Lan, Zhiqiang Hu, Lei Wang et al.14 citations
  61. Leave No Document Behind: Benchmarking Long-Context LLMs with Extended Multi-Doc QAMinzheng Wang, Longze Chen, Fu Cheng et al.14 citations · our summary
  62. MemeCLIP: Leveraging CLIP Representations for Multimodal Meme Classification ↗Siddhant Bikram Shah, Shuvam Shiwakoti, Maheep Chaudhary et al.14 citations
  63. Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments ↗Yu Gu, Yiheng Shu, Hao Yu et al.14 citations
  64. QDyLoRA: Quantized Dynamic Low-Rank Adaptation for Efficient Large Language Model Tuning ↗Hossein Rajabzadeh, Mojtaba Valipour, Tianshu Zhu et al. · Industry Track14 citations
  65. QGEval: Benchmarking Multi-dimensional Evaluation for Question Generation ↗Weiping Fu, Bifan Wei, Jianxiang Hu et al.14 citations
  66. SciAgent: Tool-augmented Language Models for Scientific Reasoning ↗Yubo Ma, Zhibin Gou, Junheng Hao et al.14 citations
  67. The Zeno's Paradox of `Low-Resource' Languages ↗Hellina Hailu Nigatu, Atnafu Lambebo Tonja, Benjamin Rosman et al. · 🏆 Outstanding Paper Award14 citations
  68. TheoremLlama: Transforming General-Purpose LLMs into Lean4 Experts ↗Ruida Wang, Jipeng Zhang, Yizhen Jia et al.14 citations
  69. ACE: A LLM-based Negotiation Coaching System ↗Ryan Shea, Aymen Kallala, Xin Lucy Liu et al.13 citations
  70. APPLS: Evaluating Evaluation Metrics for Plain Language Summarization ↗Yue Guo, Tal August, Gondy Leroy et al.13 citations
  71. Clustering and Ranking: Diversity-preserved Instruction Selection through Expert-aligned Quality Estimation ↗Yuan Ge, Yilun Liu, Chi Hu et al.13 citations
  72. CryptoTrade: A Reflective LLM-based Agent to Guide Zero-shot Cryptocurrency Trading ↗Yuan Li, Bingqiao Luo, Qian Wang et al.13 citations
  73. DiVERT: Distractor Generation with Variational Errors Represented as Text for Math Multiple-choice Questions ↗Nigel Fernandez, Alexander Scarlatos, Wanyong Feng et al.13 citations
  74. EfficientRAG: Efficient Retriever for Multi-Hop Question Answering ↗Ziyuan Zhuang, Zhiyang Zhang, Sitao Cheng et al.13 citations
  75. Large Language Models Are Poor Clinical Decision-Makers: A Comprehensive Benchmark ↗Fenglin Liu, Zheng Li, Hongjian Zhou et al.13 citations
  76. LitSearch: A Retrieval Benchmark for Scientific Literature Search ↗Anirudh Ajith, Mengzhou Xia, Alexis Chevalier et al.13 citations
  77. LongEmbed: Extending Embedding Models for Long Context Retrieval ↗Dawei Zhu, Liang Wang, Nan Yang et al.13 citations
  78. MaPPER: Multimodal Prior-guided Parameter Efficient Tuning for Referring Expression Comprehension ↗Ting Liu, Zunnan Xu, Yue Hu et al.13 citations
  79. MedAdapter: Efficient Test-Time Adaptation of Large Language Models Towards Medical Reasoning ↗Wenqi Shi, Ran Xu, Yuchen Zhuang et al.13 citations
  80. NumeroLogic: Number Encoding for Enhanced LLMs' Numerical Reasoning ↗Eli Schwartz, Leshem Choshen, Joseph Shtok et al.13 citations
  81. Personal Large Language Model Agents: A Case Study on Tailored Travel Planning ↗Harmanpreet Singh, Nikhil Verma, Yixiao Wang et al. · Industry Track13 citations
  82. RAG-QA Arena: Evaluating Domain Robustness for Long-form Retrieval Augmented Question Answering ↗Rujun Han, Yuhao Zhang, Peng Qi et al.13 citations
  83. RE-RAG: Improving Open-Domain QA Performance and Interpretability with Relevance Estimator in Retrieval-Augmented Generation ↗Kiseung Kim, Jay-Yoon Lee13 citations
  84. SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales ↗Tianyang Xu, Shujin Wu, Shizhe Diao et al.13 citations
  85. SecCoder: Towards Generalizable and Robust Secure Code Generation ↗Boyu Zhang, Tianyu Du, Junkai Tong et al.13 citations
  86. Self-Training Large Language and Vision Assistant for Medical Question Answering ↗Guohao Sun, Can Qin, Huazhu Fu et al.13 citations
  87. Uncertainty in Language Models: Assessment through Rank-Calibration ↗Xinmeng Huang, Shuo Li, Mengxin Yu et al.13 citations
  88. VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment ↗Lei Li, Zhihui Xie, Mukai Li et al.13 citations
  89. Verification and Refinement of Natural Language Explanations through LLM-Symbolic Theorem Proving ↗Xin Quan, Marco Valentino, Louise A. Dennis et al. · 🏆 Outstanding Paper Award13 citations
  90. ASETF: A Novel Method for Jailbreak Attack on LLMs through Translate Suffix Embeddings ↗Hao Wang, Hao Li, Minlie Huang et al.12 citations
  91. BEEAR: Embedding-based Adversarial Removal of Safety Backdoors in Instruction-tuned Language Models ↗Yi Zeng, Weiyu Sun, Tran Huynh et al.12 citations
  92. BMRetriever: Tuning Large Language Models as Better Biomedical Text Retrievers ↗Ran Xu, Wenqi Shi, Yue Yu et al.12 citations
  93. CleanGen: Mitigating Backdoor Attacks for Generation Tasks in Large Language Models ↗Yuetai Li, Zhangchen Xu, Fengqing Jiang et al.12 citations
  94. CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering ↗Yike Wu, Yi Huang, Nan Hu et al.12 citations
  95. CompAct: Compressing Retrieved Documents Actively for Question Answering ↗Chanwoong Yoon, Taewhoo Lee, Hyeon Hwang et al.12 citations
  96. Exploring Nested Named Entity Recognition with Large Language Models: Methods, Challenges, and Insights ↗Hongjin Kim, Jai-Eun Kim, Harksoo Kim12 citations
  97. HEART-felt Narratives: Tracing Empathy and Narrative Style in Personal Stories with LLMs ↗Jocelyn Shen, Joel Mire, Hae Won Park et al.12 citations
  98. Hate Personified: Investigating the role of LLMs in content moderation ↗Sarah Masud, Sahajpreet Singh, Viktor Hangya et al.12 citations
  99. Large Language Models Can Self-Correct with Key Condition Verification ↗Zhenyu Wu, Qingkai Zeng, Zhihan Zhang et al.12 citations
  100. MIBench: Evaluating Multimodal Large Language Models over Multiple Images ↗Haowei Liu, Xi Zhang, Haiyang Xu et al.12 citations

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