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ACL 2024: all accepted papers

1,030 papers · page 2 of 11 · the most cited first · ← ACL 2024

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  1. What Does the Bot Say? Opportunities and Risks of Large Language Models in Social Media Bot Detection ↗Shangbin Feng, Herun Wan, Ningnan Wang et al. · Long Papers30 citations
  2. Aya Dataset: An Open-Access Collection for Multilingual Instruction TuningShivalika Singh, Freddie Vargus, Daniel D'souza et al. · Long Papers29 citations · our summary
  3. GradSafe: Detecting Jailbreak Prompts for LLMs via Safety-Critical Gradient Analysis ↗Yueqi Xie, Minghong Fang, Renjie Pi et al. · Long Papers29 citations
  4. LLaMA Pro: Progressive LLaMA with Block Expansion ↗Chengyue Wu, Yukang Gan, Yixiao Ge et al. · Long Papers29 citations
  5. Synthesizing Text-to-SQL Data from Weak and Strong LLMs ↗Jiaxi Yang, Binyuan Hui, Min Yang et al. · Long Papers28 citations
  6. DataDreamer: A Tool for Synthetic Data Generation and Reproducible LLM Workflows ↗Ajay Patel, Colin Raffel, Chris Callison-Burch · Long Papers27 citations
  7. LogicBench: Towards Systematic Evaluation of Logical Reasoning Ability of Large Language ModelsMihir Parmar, Nisarg Patel, Neeraj Varshney et al. · Long Papers27 citations · our summary
  8. M-RAG: Reinforcing Large Language Model Performance through Retrieval-Augmented Generation with Multiple Partitions ↗Zheng Wang, Shu Teo, Jieer Ouyang et al. · Long Papers27 citations
  9. Self-Contrast: Better Reflection Through Inconsistent Solving PerspectivesWenqi Zhang, Yongliang Shen, Linjuan Wu et al. · Long Papers27 citations · our summary
  10. Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning ↗Ming Li, Yong Zhang, Shwai He et al. · Long Papers27 citations
  11. Unlocking the Power of Large Language Models for Entity Alignment ↗Xuhui Jiang, Yinghan Shen, Zhichao Shi et al. · Long Papers27 citations
  12. BadAgent: Inserting and Activating Backdoor Attacks in LLM Agents ↗Yifei Wang, Dizhan Xue, Shengjie Zhang et al. · Long Papers26 citations
  13. Black-Box Prompt Optimization: Aligning Large Language Models without Model Training ↗Jiale Cheng, Xiao Liu, Kehan Zheng et al. · Long Papers26 citations
  14. Detoxifying Large Language Models via Knowledge EditingMengru Wang, Ningyu Zhang, Ziwen Xu et al. · Long Papers26 citations · our summary
  15. EmoBench: Evaluating the Emotional Intelligence of Large Language Models ↗Sahand Sabour, Siyang Liu, Zheyuan Zhang et al. · Long Papers26 citations
  16. Fine-Grained Image-Text Alignment in Medical Imaging Enables Explainable Cyclic Image-Report Generation ↗Wenting Chen, Linlin Shen, Jingyang Lin et al. · Long Papers26 citations
  17. Moûsai: Efficient Text-to-Music Diffusion Models ↗Flavio Schneider, Ojasv Kamal, Zhijing Jin et al. · Long Papers26 citations
  18. Multimodal Table Understanding ↗Mingyu Zheng, Xinwei Feng, Qingyi Si et al. · Long Papers26 citations
  19. Not All Countries Celebrate Thanksgiving: On the Cultural Dominance in Large Language ModelsWenxuan Wang, Wenxiang Jiao, Jingyuan Huang et al. · Long Papers26 citations · our summary
  20. Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language ModelsXudong Lu, Qi Liu, Yuhui Xu et al. · Long Papers26 citations · our summary
  21. On Measuring Faithfulness or Self-consistency of Natural Language Explanations ↗Letitia Parcalabescu, Anette Frank · Long Papers26 citations
  22. Tell Me More! Towards Implicit User Intention Understanding of Language Model Driven Agents ↗Cheng Qian, Bingxiang He, Zhong Zhuang et al. · Long Papers26 citations
  23. $ınfty$Bench: Extending Long Context Evaluation Beyond 100K Tokens ↗Xinrong Zhang, Yingfa Chen, Shengding Hu et al. · Long Papers25 citations
  24. A Multi-Task Embedder For Retrieval Augmented LLMs ↗Peitian Zhang, Zheng Liu, Shitao Xiao et al. · Long Papers25 citations
  25. Improving Hateful Meme Detection through Retrieval-Guided Contrastive Learning ↗Jingbiao Mei, Jinghong Chen, Weizhe Lin et al. · Long Papers25 citations
  26. HealMe: Harnessing Cognitive Reframing in Large Language Models for Psychotherapy ↗Mengxi Xiao, Qianqian Xie, Ziyan Kuang et al. · Long Papers24 citations
  27. IMBUE: Improving Interpersonal Effectiveness through Simulation and Just-in-time Feedback with Human-Language Model Interaction ↗Inna Lin, Ashish Sharma, Christopher Rytting et al. · Long Papers24 citations
  28. Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective ↗Zihao Yue, Liang Zhang, Qin Jin · Long Papers24 citations
  29. M$^3$CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought ↗Qiguang Chen, Libo Qin, Jin Zhang et al. · Long Papers24 citations
  30. M4GT-Bench: Evaluation Benchmark for Black-Box Machine-Generated Text Detection ↗Yuxia Wang, Jonibek Mansurov, Petar Ivanov et al. · Long Papers24 citations
  31. Unified Hallucination Detection for Multimodal Large Language Models ↗Xiang Chen, Chenxi Wang, Yida Xue et al. · Long Papers24 citations
  32. Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization ↗Wenqi Zhang, Ke Tang, Hai Wu et al. · Long Papers23 citations
  33. Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation ↗Yuan Yang, Siheng Xiong, Ali Payani et al. · Long Papers23 citations
  34. Large Language Models are Superpositions of All Characters: Attaining Arbitrary Role-play via Self-AlignmentKeming Lu, Bowen Yu, Chang Zhou et al. · Long Papers23 citations · our summary
  35. Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal ↗Jianheng Huang, Leyang Cui, Ante Wang et al. · Long Papers23 citations
  36. An Entropy-based Text Watermarking Detection Method ↗Yijian Lu, Aiwei Liu, Dianzhi Yu et al. · Long Papers22 citations
  37. AutoAct: Automatic Agent Learning from Scratch for QA via Self-Planning ↗Shuofei Qiao, Ningyu Zhang, Runnan Fang et al. · Long Papers22 citations
  38. Fundamental Capabilities of Large Language Models and their Applications in Domain Scenarios: A Survey ↗Jiawei Li, Yizhe Yang, Yu Bai et al. · Long Papers22 citations
  39. Mission: Impossible Language ModelsJulie Kallini, Isabel Papadimitriou, Richard Futrell et al. · Long Papers · 🏆 Best Paper Award22 citations · our summary
  40. Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents ↗Shihan Deng, Weikai Xu, Hongda Sun et al. · Long Papers22 citations
  41. SAPT: A Shared Attention Framework for Parameter-Efficient Continual Learning of Large Language Models ↗Weixiang Zhao, Shilong Wang, Yulin Hu et al. · Long Papers22 citations
  42. Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation ↗Xiaoying Zhang, Baolin Peng, Ye Tian et al. · Long Papers22 citations
  43. Towards Privacy-Aware Sign Language Translation at Scale ↗Phillip Rust, Bowen Shi, Skyler Wang et al. · Long Papers22 citations
  44. ViSAGe: A Global-Scale Analysis of Visual Stereotypes in Text-to-Image Generation ↗Akshita Jha, Vinodkumar Prabhakaran, Remi Denton et al. · Long Papers22 citations
  45. Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support Conversation ↗Dongjin Kang, Sunghwan Kim, Taeyoon Kwon et al. · Long Papers · 🏆 Outstanding Paper Award21 citations
  46. Can Watermarks Survive Translation? On the Cross-lingual Consistency of Text Watermark for Large Language Models ↗Zhiwei He, Binglin Zhou, Hongkun Hao et al. · Long Papers21 citations
  47. Harder Task Needs More Experts: Dynamic Routing in MoE Models ↗Quzhe Huang, Zhenwei An, Nan Zhuang et al. · Long Papers21 citations
  48. LLMEmbed: Rethinking Lightweight LLM's Genuine Function in Text Classification ↗Chun Liu, Hongguang Zhang, Kainan Zhao et al. · Long Papers21 citations
  49. Revisiting Demonstration Selection Strategies in In-Context Learning ↗Keqin Peng, Liang Ding, Yancheng Yuan et al. · Long Papers21 citations
  50. Text-like Encoding of Collaborative Information in Large Language Models for Recommendation ↗Yang Zhang, Keqin Bao, Ming Yan et al. · Long Papers21 citations
  51. Trial and Error: Exploration-Based Trajectory Optimization of LLM Agents ↗Yifan Song, Da Yin, Xiang Yue et al. · Long Papers21 citations
  52. When Benchmarks are Targets: Revealing the Sensitivity of Large Language Model Leaderboards ↗Norah Alzahrani, Hisham Alyahya, Yazeed Alnumay et al. · Long Papers21 citations
  53. Can LLMs Learn from Previous Mistakes? Investigating LLMs' Errors to Boost for Reasoning ↗Yongqi Tong, Dawei Li, Sizhe Wang et al. · Long Papers20 citations
  54. Can LLMs Reason with Rules? Logic Scaffolding for Stress-Testing and Improving LLMs ↗Siyuan Wang, Zhongyu Wei, Yejin Choi et al. · Long Papers20 citations
  55. Citation-Enhanced Generation for LLM-based Chatbots ↗Weitao Li, Junkai Li, Weizhi Ma et al. · Long Papers20 citations
  56. ERA-CoT: Improving Chain-of-Thought through Entity Relationship Analysis ↗Yanming Liu, Xinyue Peng, Tianyu Du et al. · Long Papers20 citations
  57. ESCoT: Towards Interpretable Emotional Support Dialogue Systems ↗Tenggan Zhang, Xinjie Zhang, Jinming Zhao et al. · Long Papers20 citations
  58. EXAMS-V: A Multi-Discipline Multilingual Multimodal Exam Benchmark for Evaluating Vision Language Models ↗Rocktim Das, Simeon Hristov, Haonan Li et al. · Long Papers20 citations
  59. InterrogateLLM: Zero-Resource Hallucination Detection in LLM-Generated Answers ↗Yakir Yehuda, Itzik Malkiel, Oren Barkan et al. · Long Papers20 citations
  60. LLMArena: Assessing Capabilities of Large Language Models in Dynamic Multi-Agent Environments ↗Junzhe Chen, Xuming Hu, Shuodi Liu et al. · Long Papers20 citations
  61. Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments ↗Zhenrui Yue, Huimin Zeng, Lanyu Shang et al. · Long Papers20 citations
  62. Revisiting Code Similarity Evaluation with Abstract Syntax Tree Edit Distance ↗Yewei Song, Cedric Lothritz, Daniel Tang et al. · Short Papers20 citations
  63. An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented Generation ↗Kun Zhu, Xiaocheng Feng, Xiyuan Du et al. · Long Papers19 citations
  64. BitDistiller: Unleashing the Potential of Sub-4-Bit LLMs via Self-Distillation ↗DaYou Du, Yijia Zhang, Shijie Cao et al. · Long Papers19 citations
  65. Democratizing LLMs for Low-Resource Languages by Leveraging their English Dominant Abilities with Linguistically-Diverse Prompts ↗Xuan-Phi Nguyen, Mahani Aljunied, Shafiq Joty et al. · Long Papers19 citations
  66. Do Large Language Models Discriminate in Hiring Decisions on the Basis of Race, Ethnicity, and Gender? ↗Haozhe An, Christabel Acquaye, Colin Wang et al. · Short Papers19 citations
  67. Don't Go To Extremes: Revealing the Excessive Sensitivity and Calibration Limitations of LLMs in Implicit Hate Speech Detection ↗Min Zhang, Jianfeng He, Taoran Ji et al. · Long Papers19 citations
  68. Exploring Precision and Recall to assess the quality and diversity of LLMs ↗Florian Le Bronnec, Alexandre Verine, Benjamin Negrevergne et al. · Long Papers19 citations
  69. HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs ↗Pranoy Panda, Ankush Agarwal, Chaitanya Devaguptapu et al. · Long Papers19 citations
  70. Legal Case Retrieval: A Survey of the State of the Art ↗Yi Feng, Chuanyi Li, Vincent Ng · Long Papers19 citations
  71. OpenToM: A Comprehensive Benchmark for Evaluating Theory-of-Mind Reasoning Capabilities of Large Language Models ↗Hainiu Xu, Runcong Zhao, Lixing Zhu et al. · Long Papers19 citations
  72. TimeBench: A Comprehensive Evaluation of Temporal Reasoning Abilities in Large Language Models ↗Zheng Chu, Jingchang Chen, Qianglong Chen et al. · Long Papers19 citations
  73. Beyond Traditional Benchmarks: Analyzing Behaviors of Open LLMs on Data-to-Text Generation ↗Zdeněk Kasner, Ondrej Dusek · Long Papers18 citations
  74. CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and Generation ↗Weixiang Yan, Haitian Liu, Yunkun Wang et al. · Long Papers18 citations
  75. Dataflow-Guided Retrieval Augmentation for Repository-Level Code Completion ↗Wei Cheng, Yuhan Wu, Wei Hu · Long Papers18 citations
  76. Deciphering Hate: Identifying Hateful Memes and Their Targets ↗Eftekhar Hossain, Omar Sharif, Mohammed Moshiul Hoque et al. · Long Papers18 citations
  77. Deciphering Oracle Bone Language with Diffusion Models ↗Haisu Guan, Huanxin Yang, Xinyu Wang et al. · Long Papers · 🏆 Best Paper Award; SAC Award: Computational Social Science and Cultural Analytics18 citations
  78. EmbSpatial-Bench: Benchmarking Spatial Understanding for Embodied Tasks with Large Vision-Language Models ↗Mengfei Du, Binhao Wu, Zejun Li et al. · Short Papers18 citations
  79. Exploring the Potential of Large Language Models in Computational Argumentation ↗Guizhen Chen, Liying Cheng, Anh Tuan Luu et al. · Long Papers18 citations
  80. GenTranslate: Large Language Models are Generative Multilingual Speech and Machine Translators ↗Yuchen Hu, Chen Chen, Chao-Han Huck Yang et al. · Long Papers18 citations
  81. Identifying while Learning for Document Event Causality Identification ↗Cheng Liu, Wei Xiang, Bang Wang · Long Papers18 citations
  82. L-Eval: Instituting Standardized Evaluation for Long Context Language Models ↗Chenxin An, Shansan Gong, Ming Zhong et al. · Long Papers · 🏆 Outstanding Paper Award18 citations
  83. Prototypical Reward Network for Data-Efficient RLHF ↗Jinghan Zhang, Xiting Wang, Yiqiao Jin et al. · Long Papers18 citations
  84. Quantized Side Tuning: Fast and Memory-Efficient Tuning of Quantized Large Language Models ↗Zhengxin Zhang, Dan Zhao, Xupeng Miao et al. · Long Papers · 🏆 Outstanding Paper Award18 citations
  85. Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs ↗Jiejun Tan, Zhicheng Dou, Yutao Zhu et al. · Long Papers18 citations
  86. StepCoder: Improving Code Generation with Reinforcement Learning from Compiler Feedback ↗Shihan Dou, Yan Liu, Haoxiang Jia et al. · Long Papers18 citations
  87. TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space ↗Shaolei Zhang, Tian Yu, Yang Feng · Long Papers18 citations
  88. UHGEval: Benchmarking the Hallucination of Chinese Large Language Models via Unconstrained Generation ↗Xun Liang, Shichao Song, Simin Niu et al. · Long Papers18 citations
  89. Agent Lumos: Unified and Modular Training for Open-Source Language Agents ↗Da Yin, Faeze Brahman, Abhilasha Ravichander et al. · Long Papers17 citations
  90. CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph ↗Tong Zhou, Yubo Chen, Kang Liu et al. · System Demonstrations17 citations
  91. DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy ↗Hongda Sun, Weikai Xu, Wei Liu et al. · Long Papers17 citations
  92. DiFiNet: Boundary-Aware Semantic Differentiation and Filtration Network for Nested Named Entity Recognition ↗Yuxiang Cai, Qiao Liu, Yanglei Gan et al. · Long Papers17 citations
  93. EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models ↗Peng Wang, Ningyu Zhang, Bozhong Tian et al. · System Demonstrations17 citations
  94. FactPICO: Factuality Evaluation for Plain Language Summarization of Medical Evidence ↗Sebastian Joseph, Lily Chen, Jan Trienes et al. · Long Papers17 citations
  95. IndicLLMSuite: A Blueprint for Creating Pre-training and Fine-Tuning Datasets for Indian Languages ↗Mohammed Safi Ur Rahman Khan, Priyam Mehta, Ananth Sankar et al. · Long Papers · 🏆 Outstanding Paper Award17 citations
  96. LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction ↗Hanzhang Zhou, Junlang Qian, Zijian Feng et al. · Long Papers17 citations
  97. Multi-Level Feedback Generation with Large Language Models for Empowering Novice Peer Counselors ↗Alicja Chaszczewicz, Raj Shah, Ryan Louie et al. · Long Papers17 citations
  98. ProtLLM: An Interleaved Protein-Language LLM with Protein-as-Word Pre-Training ↗Le Zhuo, Zewen Chi, Minghao Xu et al. · Long Papers17 citations
  99. RepCodec: A Speech Representation Codec for Speech Tokenization ↗Zhichao Huang, Chutong Meng, Tom Ko · Long Papers17 citations
  100. Self-Distillation Bridges Distribution Gap in Language Model Fine-Tuning ↗Zhaorui Yang, Tianyu Pang, Haozhe Feng et al. · Long Papers17 citations

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