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Findings of the Association for Computational Linguistics 2024: all accepted papers

2,432 papers · page 1 of 25 · the most cited first · ← Findings of the Association for Computational Linguistics 2024

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  1. M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge DistillationJianlyu Chen, Shitao Xiao, Peitian Zhang et al.700 citations · our summary
  2. Sentiment Analysis in the Era of Large Language Models: A Reality CheckWenxuan Zhang, Yue Deng, Bing Liu et al.359 citations · our summary
  3. Benchmarking Retrieval-Augmented Generation for MedicineGuangzhi Xiong, Qiao Jin, Zhiyong Lu et al.299 citations · our summary
  4. Chain-of-Verification Reduces Hallucination in Large Language ModelsShehzaad Dhuliawala, Mojtaba Komeili, Jing Xu et al.253 citations
  5. BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical DomainsYanis Labrak, Adrien Bazoge, Emmanuel Morin et al.250 citations · our summary
  6. MM-LLMs: Recent Advances in MultiModal Large Language ModelsDuzhen Zhang, Yahan Yu, Jiahua Dong et al.250 citations · our summary
  7. AGIEval: A Human-Centric Benchmark for Evaluating Foundation ModelsWanjun Zhong, Ruixiang Cui, Yiduo Guo et al.199 citations · our summary
  8. The Effect of Sampling Temperature on Problem Solving in Large Language ModelsMatthew Renze198 citations · our summary
  9. Multilingual Machine Translation with Large Language Models: Empirical Results and AnalysisWenhao Zhu, Hongyi Liu, Qingxiu Dong et al.181 citations · our summary
  10. Large Language Models are Effective Text Rankers with Pairwise Ranking PromptingZhen Qin, Rolf Jagerman, Kai Hui et al.154 citations · our summary
  11. emotion2vec: Self-Supervised Pre-Training for Speech Emotion RepresentationZiyang Ma, Zhisheng Zheng, Jiaxin Ye et al.150 citations
  12. MedAgents: Large Language Models as Collaborators for Zero-shot Medical ReasoningXiangru Tang, Anni Zou, Zhuosheng Zhang et al.149 citations · our summary
  13. LLM-Rec: Personalized Recommendation via Prompting Large Language ModelsHanjia Lyu, Song Jiang, Hanqing Zeng et al.142 citations
  14. Aligning Large Multimodal Models with Factually Augmented RLHFZhiqing Sun, Sheng Shen, Shengcao Cao et al.134 citations
  15. LLM-QAT: Data-Free Quantization Aware Training for Large Language ModelsZechun Liu, Barlas Oguz, Changsheng Zhao et al.127 citations · our summary
  16. InjecAgent: Benchmarking Indirect Prompt Injections in Tool-Integrated Large Language Model AgentsQiusi Zhan, Zhixiang Liang, Zifan Ying et al.124 citations · our summary
  17. On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A SurveyLin Long, Rui Wang, Ruixuan Xiao et al.123 citations · our summary
  18. PersonaLLM: Investigating the Ability of Large Language Models to Express Personality TraitsHang Jiang, Xiajie Zhang, Xubo Cao et al.118 citations
  19. RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language ModelsNoah Wang, Z.Y. Peng, Haoran Que et al.111 citations
  20. The Good and The Bad: Exploring Privacy Issues in Retrieval-Augmented Generation (RAG)Shenglai Zeng, Jiankun Zhang, Pengfei He et al.102 citations
  21. CMMLU: Measuring massive multitask language understanding in ChineseHaonan Li, Yixuan Zhang, Fajri Koto et al.100 citations · our summary
  22. Data Augmentation using LLMs: Data Perspectives, Learning Paradigms and ChallengesBosheng Ding, Chengwei Qin, Ruochen Zhao et al.98 citations
  23. Prompt Engineering a Prompt EngineerQinyuan Ye, Mohamed Ahmed, Reid Pryzant et al.97 citations
  24. The Revolution of Multimodal Large Language Models: A SurveyDavide Caffagni, Federico Cocchi, Luca Barsellotti et al.89 citations
  25. Two Tales of Persona in LLMs: A Survey of Role-Playing and PersonalizationYu-Min Tseng, Yu-Chao Huang, Teng-Yun Hsiao et al.85 citations · our summary
  26. Large Language Models Sensitivity to The Order of Options in Multiple-Choice QuestionsPouya Pezeshkpour, Estevam Hruschka80 citations · our summary
  27. ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language ModelsHaoran Luo, Haihong E, Zichen Tang et al.79 citations
  28. When “A Helpful Assistant” Is Not Really Helpful: Personas in System Prompts Do Not Improve Performances of Large Language ModelsMingqian Zheng, Jiaxin Pei, Lajanugen Logeswaran et al.75 citations
  29. RecMind: Large Language Model Powered Agent For RecommendationYancheng Wang, Ziyan Jiang, Zheng Chen et al.74 citations
  30. ProSA: Assessing and Understanding the Prompt Sensitivity of LLMsJingming Zhuo, Songyang Zhang, Xinyu Fang et al.72 citations
  31. Benchmarking Cognitive Biases in Large Language Models as EvaluatorsRyan Koo, Minhwa Lee, Vipul Raheja et al.70 citations
  32. DTS-SQL: Decomposed Text-to-SQL with Small Large Language ModelsMohammadreza Pourreza, Davood Rafiei69 citations
  33. FreshLLMs: Refreshing Large Language Models with Search Engine AugmentationTu Vu, Mohit Iyyer, Xuezhi Wang et al.69 citations
  34. A Comprehensive Study of Jailbreak Attack versus Defense for Large Language ModelsZihao Xu, Yi Liu, Gelei Deng et al.68 citations
  35. Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step by StepLi Zhong, Zilong Wang, Jingbo Shang67 citations
  36. Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive DecodingXintong Wang, Jingheng Pan, Liang Ding et al.67 citations
  37. A Comprehensive Survey of Hallucination in Large Language, Image, Video and Audio Foundation ModelsPranab Sahoo, Prabhash Meharia, Akash Ghosh et al.64 citations
  38. Med-MoE: Mixture of Domain-Specific Experts for Lightweight Medical Vision-Language ModelsSongtao Jiang, Tuo Zheng, Yan Zhang et al.63 citations
  39. LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-TuningMingyang Zhang, Hao Chen, Chunhua Shen et al.61 citations
  40. Cognitive Bias in Decision-Making with LLMsJessica Maria Echterhoff, Yao Liu, Abeer Alessa et al.60 citations
  41. Scaling Sentence Embeddings with Large Language ModelsTing Jiang, Shaohan Huang, Zhongzhi Luan et al.59 citations · our summary
  42. GREEN: Generative Radiology Report Evaluation and Error NotationSophie Ostmeier, Justin Xu, Zhihong Chen et al.56 citations
  43. Small Models are Valuable Plug-ins for Large Language ModelsCanwen Xu, Yichong Xu, Shuohang Wang et al.56 citations
  44. WavLLM: Towards Robust and Adaptive Speech Large Language ModelShujie Hu, Long Zhou, Shujie Liu et al.56 citations
  45. mPLUG-DocOwl 1.5: Unified Structure Learning for OCR-free Document UnderstandingAnwen Hu, Haiyang Xu, Jiabo Ye et al.55 citations · our summary
  46. DebugBench: Evaluating Debugging Capability of Large Language ModelsRunchu Tian, Yining Ye, Yujia Qin et al.54 citations
  47. DELL: Generating Reactions and Explanations for LLM-Based Misinformation DetectionHerun Wan, Shangbin Feng, Zhaoxuan Tan et al.53 citations
  48. A Comprehensive Evaluation of Quantization Strategies for Large Language ModelsRenren Jin, Jiangcun Du, Wuwei Huang et al.52 citations
  49. MMedAgent: Learning to Use Medical Tools with Multi-modal AgentBinxu Li, Tiankai Yan, Yuanting Pan et al.52 citations
  50. LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt CompressionZhuoshi Pan, Qianhui Wu, Huiqiang Jiang et al.51 citations · our summary
  51. Generalization or Memorization: Data Contamination and Trustworthy Evaluation for Large Language ModelsYihong Dong, Xue Jiang, Huanyu Liu et al.50 citations
  52. GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language ModelsRuotong Liao, Xu Jia, Yangzhe Li et al.47 citations
  53. GoT: Effective Graph-of-Thought Reasoning in Language ModelsYao Yao, Zuchao Li, Hai Zhao47 citations
  54. Simulating Opinion Dynamics with Networks of LLM-based AgentsYun-Shiuan Chuang, Agam Goyal, Nikunj Harlalka et al.47 citations
  55. Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative DecodingHeming Xia, Zhe Yang, Qingxiu Dong et al.47 citations · our summary
  56. SMILE: Single-turn to Multi-turn Inclusive Language Expansion via ChatGPT for Mental Health SupportHuachuan Qiu, Hongliang He, Shuai Zhang et al.46 citations · our summary
  57. The Butterfly Effect of Altering Prompts: How Small Changes and Jailbreaks Affect Large Language Model PerformanceAbel Salinas, Fred Morstatter46 citations
  58. Visual In-Context Learning for Large Vision-Language ModelsYucheng Zhou, Xiang Li, Qianning Wang et al.46 citations
  59. XRec: Large Language Models for Explainable RecommendationQiyao Ma, Xubin Ren, Chao Huang46 citations
  60. Knowledge-Guided Dynamic Modality Attention Fusion Framework for Multimodal Sentiment AnalysisXinyu Feng, Yuming Lin, Lihua He et al.45 citations
  61. TempCompass: Do Video LLMs Really Understand Videos?Yuanxin Liu, Shicheng Li, Yi Liu et al.45 citations
  62. Unsupervised Real-Time Hallucination Detection based on the Internal States of Large Language ModelsWeihang Su, Changyue Wang, Qingyao Ai et al.45 citations · our summary
  63. Benchmarking Machine Translation with Cultural AwarenessBinwei Yao, Ming Jiang, Tara Bobinac et al.44 citations · our summary
  64. DevEval: A Manually-Annotated Code Generation Benchmark Aligned with Real-World Code RepositoriesJia Li, Ge Li, Yunfei Zhao et al.43 citations
  65. OpenCodeInterpreter: Integrating Code Generation with Execution and RefinementTianyu Zheng, Ge Zhang, Tianhao Shen et al.43 citations
  66. Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question AnsweringYubo Wang, Xueguang Ma, Wenhu Chen42 citations
  67. ChartAssistant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction TuningFanqing Meng, Wenqi Shao, Quanfeng Lu et al.42 citations
  68. OpenFMNav: Towards Open-Set Zero-Shot Object Navigation via Vision-Language Foundation ModelsYuxuan Kuang, Hai Lin, Meng Jiang42 citations
  69. R-Judge: Benchmarking Safety Risk Awareness for LLM AgentsTongxin Yuan, Zhiwei He, Lingzhong Dong et al.42 citations · our summary
  70. Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on GraphsBowen Jin, Chulin Xie, Jiawei Zhang et al.41 citations · our summary
  71. HoneyComb: A Flexible LLM-Based Agent System for Materials ScienceHuan Zhang, Yu Song, Ziyu Hou et al.41 citations
  72. Adapting Fake News Detection to the Era of Large Language ModelsJinyan Su, Claire Cardie, Preslav Nakov40 citations
  73. CLGSI: A Multimodal Sentiment Analysis Framework based on Contrastive Learning Guided by Sentiment IntensityYang Yang, Xunde Dong, Yupeng Qiang40 citations
  74. Can AI Relate: Testing Large Language Model Response for Mental Health SupportSaadia Gabriel, Isha Puri, Xuhai Xu et al.40 citations
  75. ChatMusician: Understanding and Generating Music Intrinsically with LLMRuibin Yuan, Hanfeng Lin, Yi Wang et al.40 citations
  76. Composite Backdoor Attacks Against Large Language ModelsHai Huang, Zhengyu Zhao, Michael Backes et al.40 citations
  77. AgentTuning: Enabling Generalized Agent Abilities for LLMsAohan Zeng, Mingdao Liu, Rui Lu et al.38 citations · our summary
  78. LMDX: Language Model-based Document Information Extraction and LocalizationVincent Perot, Kai Kang, Florian Luisier et al.37 citations
  79. CPsyCoun: A Report-based Multi-turn Dialogue Reconstruction and Evaluation Framework for Chinese Psychological CounselingChenhao Zhang, Renhao Li, Minghuan Tan et al.36 citations
  80. FinTral: A Family of GPT-4 Level Multimodal Financial Large Language ModelsGagan Bhatia, El Moatez Billah Nagoudi, Hasan Cavusoglu et al.36 citations
  81. LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path PlanningSilin Meng, Yiwei Wang, Cheng-Fu Yang et al.36 citations
  82. MiLoRA: Efficient Mixture of Low-Rank Adaptation for Large Language Models Fine-tuningJingfan Zhang, Yi Zhao, Dan Chen et al.36 citations
  83. PiVe: Prompting with Iterative Verification Improving Graph-based Generative Capability of LLMsJiuzhou Han, Nigel Collier, Wray Buntine et al.36 citations
  84. Unleashing Large Language Models' Proficiency in Zero-shot Essay ScoringSanwoo Lee, Yida Cai, Desong Meng et al.36 citations
  85. DALK: Dynamic Co-Augmentation of LLMs and KG to answer Alzheimer's Disease Questions with Scientific LiteratureDawei Li, Shu Yang, Zhen Tan et al.35 citations
  86. MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data VisualizationZhiyu Yang, Zihan Zhou, Shuo Wang et al.35 citations
  87. RA-ISF: Learning to Answer and Understand from Retrieval Augmentation via Iterative Self-FeedbackYanming Liu, Xinyue Peng, Xuhong Zhang et al.35 citations
  88. Self-Checker: Plug-and-Play Modules for Fact-Checking with Large Language ModelsMiaoran Li, Baolin Peng, Michel Galley et al.35 citations · our summary
  89. The Impact of Reasoning Step Length on Large Language ModelsMingyu Jin, Qinkai Yu, Dong Shu et al.35 citations · our summary
  90. Decomposition for Enhancing Attention: Improving LLM-based Text-to-SQL through Workflow ParadigmYuanzhen Xie, Xinzhou Jin, Tao Xie et al.34 citations
  91. POSIX: A Prompt Sensitivity Index For Large Language ModelsAnwoy Chatterjee, H S V N S Kowndinya Renduchintala, Sumit Bhatia et al.34 citations
  92. mABC: Multi-Agent Blockchain-inspired Collaboration for Root Cause Analysis in Micro-Services ArchitectureWei Zhang, Hongcheng Guo, Jian Yang et al.34 citations
  93. ADaPT: As-Needed Decomposition and Planning with Language ModelsArchiki Prasad, Alexander Koller, Mareike Hartmann et al.33 citations · our summary
  94. Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-TuningXiaohu Du, Ming Wen, Jiahao Zhu et al.33 citations
  95. LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term PromptingHaoxin Liu, Zhiyuan Zhao, Jindong Wang et al.33 citations
  96. SALAD-Bench: A Hierarchical and Comprehensive Safety Benchmark for Large Language ModelsLijun Li, Bowen Dong, Ruohui Wang et al.33 citations · our summary
  97. Unveiling the Truth and Facilitating Change: Towards Agent-based Large-scale Social Movement SimulationXinyi Mou, Zhongyu Wei, Xuanjing Huang33 citations
  98. Do Language Models Know When They're Hallucinating References?Ayush Agrawal, Mirac Suzgun, Lester Mackey et al.32 citations
  99. Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language ModelsWenhao Shi, Zhiqiang Hu, Yi Bin et al.32 citations · our summary
  100. Error Analysis Prompting Enables Human-Like Translation Evaluation in Large Language ModelsQingyu Lu, Baopu Qiu, Liang Ding et al.31 citations · our summary

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