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ACL 2024: all accepted papers

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

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  1. LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language ModelsYaowei Zheng, Richong Zhang, Junhao Zhang et al. · System Demonstrations424 citations · our summary
  2. Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language ModelsMuhammad Maaz, Hanoona Rasheed, Salman Khan et al. · Long Papers424 citations · our summary
  3. ChatDev: Communicative Agents for Software DevelopmentChen Qian, Wei Liu, Hongzhang Liu et al. · Long Papers420 citations
  4. DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language ModelsDamai Dai, Chengqi Deng, Chenggang Zhao et al. · Long Papers277 citations
  5. LongBench: A Bilingual, Multitask Benchmark for Long Context UnderstandingYushi Bai, Xin Lv, Jiajie Zhang et al. · Long Papers161 citations
  6. Improving Text Embeddings with Large Language ModelsLiang Wang, Nan Yang, Xiaolong Huang et al. · Long Papers134 citations · our summary
  7. Large Language Models are not Fair EvaluatorsPeiyi Wang, Lei Li, Liang Chen et al. · Long Papers117 citations
  8. Same Task, More Tokens: the Impact of Input Length on the Reasoning Performance of Large Language ModelsMosh Levy, Alon Jacoby, Yoav Goldberg · Long Papers · 🏆 Outstanding Paper Award110 citations · our summary
  9. LaMP: When Large Language Models Meet PersonalizationAlireza Salemi, Sheshera Mysore, Michael Bendersky et al. · Long Papers107 citations · our summary
  10. MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language ModelsYilin Wen, Zifeng Wang, Jimeng Sun · Long Papers107 citations · our summary
  11. LLM in a flash: Efficient Large Language Model Inference with Limited MemoryKeivan Alizadeh, Seyed Iman Mirzadeh, Dmitry Belenko et al. · Long Papers104 citations · our summary
  12. How Johnny Can Persuade LLMs to Jailbreak Them: Rethinking Persuasion to Challenge AI Safety by Humanizing LLMsYi Zeng, Hongpeng Lin, Jingwen Zhang et al. · Long Papers · 🏆 Best Social Impact Paper Award102 citations · our summary
  13. RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language ModelsCheng Niu, Yuanhao Wu, Juno Zhu et al. · Long Papers102 citations · our summary
  14. LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt CompressionHuiqiang Jiang, Qianhui Wu, Xufang Luo et al. · Long Papers99 citations
  15. Full Parameter Fine-tuning for Large Language Models with Limited ResourcesKai Lv, Yuqing Yang, Tengxiao Liu et al. · Long Papers96 citations · our summary
  16. CodeAgent: Enhancing Code Generation with Tool-Integrated Agent Systems for Real-World Repo-level Coding ChallengesKechi Zhang, Jia Li, Ge Li et al. · Long Papers93 citations · our summary
  17. Active Prompting with Chain-of-Thought for Large Language ModelsShizhe Diao, Pengcheng Wang, Yong Lin et al. · Long Papers90 citations
  18. Having Beer after Prayer? Measuring Cultural Bias in Large Language ModelsTarek Naous, Michael J Ryan, Alan Ritter et al. · Long Papers · 🏆 Best Social Impact Paper Award90 citations · our summary
  19. Evaluating Very Long-Term Conversational Memory of LLM AgentsAdyasha Maharana, Dong-Ho Lee, Sergey Tulyakov et al. · Long Papers84 citations
  20. DRAGIN: Dynamic Retrieval Augmented Generation based on the Real-time Information Needs of Large Language ModelsWeihang Su, Yichen Tang, Qingyao Ai et al. · Long Papers76 citations · our summary
  21. DocLLM: A Layout-Aware Generative Language Model for Multimodal Document UnderstandingDongsheng Wang, Natraj Raman, Mathieu Sibue et al. · Long Papers73 citations
  22. MAGE: Machine-generated Text Detection in the WildYafu Li, Qintong Li, Leyang Cui et al. · Long Papers69 citations · our summary
  23. Multimodal Prompt Learning with Missing Modalities for Sentiment Analysis and Emotion RecognitionZirun Guo, Tao Jin, Zhou Zhao · Long Papers69 citations
  24. SeeClick: Harnessing GUI Grounding for Advanced Visual GUI AgentsKanzhi Cheng, Qiushi Sun, Yougang Chu et al. · Long Papers69 citations
  25. The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language ModelsJunyi Li, Jie Chen, Ruiyang Ren et al. · Long Papers69 citations · our summary
  26. OLMo: Accelerating the Science of Language ModelsDirk Groeneveld, Iz Beltagy, Evan Walsh et al. · Long Papers · 🏆 Best Theme Paper Award64 citations
  27. Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human AnnotationsPeiyi Wang, Lei Li, Zhihong Shao et al. · Long Papers61 citations · our summary
  28. ReConcile: Round-Table Conference Improves Reasoning via Consensus among Diverse LLMsJustin Chen, Swarnadeep Saha, Mohit Bansal · Long Papers61 citations · our summary
  29. MT-Bench-101: A Fine-Grained Benchmark for Evaluating Large Language Models in Multi-Turn DialoguesGe Bai, Jie Liu, Xingyuan Bu et al. · Long Papers60 citations · our summary
  30. LoRAMoE: Alleviating World Knowledge Forgetting in Large Language Models via MoE-Style PluginShihan Dou, Enyu Zhou, Yan Liu et al. · Long Papers59 citations
  31. WebVoyager: Building an End-to-End Web Agent with Large Multimodal ModelsHongliang He, Wenlin Yao, Kaixin Ma et al. · Long Papers59 citations · our summary
  32. Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology ViewJintian Zhang, Xin Xu, Ningyu Zhang et al. · Long Papers57 citations · our summary
  33. MapCoder: Multi-Agent Code Generation for Competitive Problem SolvingMd. Ashraful Islam, Mohammed Eunus Ali, Md Rizwan Parvez · Long Papers56 citations
  34. MapGPT: Map-Guided Prompting with Adaptive Path Planning for Vision-and-Language NavigationJiaqi Chen, Bingqian Lin, Ran Xu et al. · Long Papers56 citations
  35. SafetyBench: Evaluating the Safety of Large Language ModelsZhexin Zhang, Leqi Lei, Lindong Wu et al. · Long Papers56 citations
  36. LooGLE: Can Long-Context Language Models Understand Long Contexts?Jiaqi Li, Mengmeng Wang, Zilong Zheng et al. · Long Papers54 citations · our summary
  37. Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining ResearchLuca Soldaini, Rodney Kinney, Akshita Bhagia et al. · Long Papers · 🏆 Best Resource Paper Award53 citations
  38. How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data CompositionGuanting Dong, Hongyi Yuan, Keming Lu et al. · Long Papers53 citations · our summary
  39. ArtPrompt: ASCII Art-based Jailbreak Attacks against Aligned LLMsFengqing Jiang, Zhangchen Xu, Luyao Niu et al. · Long Papers52 citations
  40. Aya Model: An Instruction Finetuned Open-Access Multilingual Language ModelAhmet Üstün, Viraat Aryabumi, Zheng Yong et al. · Long Papers · 🏆 Best Paper Award52 citations
  41. EconAgent: Large Language Model-Empowered Agents for Simulating Macroeconomic ActivitiesNian Li, Chen Gao, Mingyu Li et al. · Long Papers · 🏆 Outstanding Paper Award51 citations
  42. Faithful Logical Reasoning via Symbolic Chain-of-ThoughtJundong Xu, Hao Fei, Liangming Pan et al. · Long Papers51 citations · our summary
  43. Investigating Cultural Alignment of Large Language ModelsBadr AlKhamissi, Muhammad ElNokrashy, Mai Alkhamissi et al. · Long Papers51 citations · our summary
  44. AnyGPT: Unified Multimodal LLM with Discrete Sequence ModelingJun Zhan, Junqi Dai, Jiasheng Ye et al. · Long Papers50 citations · our summary
  45. AutoRE: Document-Level Relation Extraction with Large Language ModelsLilong Xue, Dan Zhang, Yuxiao Dong et al. · System Demonstrations50 citations
  46. Event-Radar: Event-driven Multi-View Learning for Multimodal Fake News DetectionZihan Ma, Minnan Luo, Hao Guo et al. · Long Papers50 citations
  47. Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and FutureZheng Chu, Jingchang Chen, Qianglong Chen et al. · Long Papers50 citations
  48. Steering Llama 2 via Contrastive Activation AdditionNina Rimsky, Nick Gabrieli, Julian Schulz et al. · Long Papers · 🏆 Outstanding Paper Award; SAC Award: Ethics, Bias, and Fairness50 citations
  49. Do Llamas Work in English? On the Latent Language of Multilingual TransformersChris Wendler, Veniamin Veselovsky, Giovanni Monea et al. · Long Papers · 🏆 Outstanding Paper Award49 citations · our summary
  50. The Belebele Benchmark: a Parallel Reading Comprehension Dataset in 122 Language VariantsLucas Bandarkar, Davis Liang, Benjamin Muller et al. · Long Papers49 citations · our summary
  51. Who Wrote this Code? Watermarking for Code GenerationTaehyun Lee, Seokhee Hong, Jaewoo Ahn et al. · Long Papers48 citations · our summary
  52. LayerSkip: Enabling Early Exit Inference and Self-Speculative DecodingMostafa Elhoushi, Akshat Shrivastava, Diana Liskovich et al. · Long Papers47 citations · our summary
  53. OceanGPT: A Large Language Model for Ocean Science TasksZhen Bi, Ningyu Zhang, Yida Xue et al. · Long Papers47 citations
  54. Defending Against Alignment-Breaking Attacks via Robustly Aligned LLMBochuan Cao, Yuanpu Cao, Lu Lin et al. · Long Papers46 citations · our summary
  55. LLM-Rubric: A Multidimensional, Calibrated Approach to Automated Evaluation of Natural Language TextsHelia Hashemi, Jason Eisner, Corby Rosset et al. · Long Papers46 citations
  56. RAID: A Shared Benchmark for Robust Evaluation of Machine-Generated Text DetectorsLiam Dugan, Alyssa Hwang, Filip Trhlík et al. · Long Papers45 citations · our summary
  57. VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web TasksJing Yu Koh, Robert Lo, Lawrence Jang et al. · Long Papers45 citations · our summary
  58. Large Language Models Can Learn Temporal ReasoningSiheng Xiong, Ali Payani, Ramana Kompella et al. · Long Papers44 citations
  59. Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?Qineng Wang, Zihao Wang, Ying Su et al. · Long Papers44 citations
  60. SciMON: Scientific Inspiration Machines Optimized for NoveltyQingyun Wang, Doug Downey, Heng Ji et al. · Long Papers44 citations
  61. Defending Large Language Models Against Jailbreaking Attacks Through Goal PrioritizationZhexin Zhang, Junxiao Yang, Pei Ke et al. · Long Papers43 citations · our summary
  62. GroundingGPT: Language Enhanced Multi-modal Grounding ModelZhaowei Li, Qi Xu, Dong Zhang et al. · Long Papers43 citations
  63. VIEScore: Towards Explainable Metrics for Conditional Image Synthesis EvaluationMax Ku, Dongfu Jiang, Cong Wei et al. · Long Papers43 citations
  64. VoiceCraft: Zero-Shot Speech Editing and Text-to-Speech in the WildPuyuan Peng, Po-Yao Huang, Shang-Wen Li et al. · Long Papers43 citations
  65. Boosting Language Models Reasoning with Chain-of-Knowledge PromptingJianing Wang, Qiushi Sun, Xiang Li et al. · Long Papers42 citations · our summary
  66. Multimodal Reasoning with Multimodal Knowledge GraphJunlin Lee, Yequan Wang, Jing Li et al. · Long Papers42 citations
  67. ChiMed-GPT: A Chinese Medical Large Language Model with Full Training Regime and Better Alignment to Human PreferencesYuanhe Tian, Ruyi Gan, Yan Song et al. · Long Papers41 citations
  68. InCharacter: Evaluating Personality Fidelity in Role-Playing Agents through Psychological InterviewsXintao Wang, Yunze Xiao, Jen-tse Huang et al. · Long Papers41 citations · our summary
  69. Quantifying the Persona Effect in LLM SimulationsTiancheng Hu, Nigel Collier · Long Papers41 citations · our summary
  70. Relying on the Unreliable: The Impact of Language Models' Reluctance to Express UncertaintyKaitlyn Zhou, Jena D. Hwang, Xiang Ren et al. · Long Papers41 citations
  71. Back to Basics: Revisiting REINFORCE-Style Optimization for Learning from Human Feedback in LLMsArash Ahmadian, Chris Cremer, Matthias Gallé et al. · Long Papers40 citations
  72. Confabulation: The Surprising Value of Large Language Model HallucinationsPeiqi Sui, Eamon Duede, Sophie Wu et al. · Long Papers40 citations
  73. Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative DecodingJun Zhang, Jue Wang, Huan Li et al. · Long Papers40 citations · our summary
  74. Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language ModelsGuanming Xiong, Junwei Bao, Wen Zhao · Long Papers40 citations
  75. Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language ModelsJinhao Duan, Hao Cheng, Shiqi Wang et al. · Long Papers40 citations
  76. AIR-Bench: Benchmarking Large Audio-Language Models via Generative ComprehensionQian Yang, Jin Xu, Wenrui Liu et al. · Long Papers39 citations · our summary
  77. MultiLegalPile: A 689GB Multilingual Legal CorpusJoel Niklaus, Veton Matoshi, Matthias Stürmer et al. · Long Papers · 🏆 Outstanding Paper Award39 citations
  78. OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific ProblemsChaoqun He, Renjie Luo, Yuzhuo Bai et al. · Long Papers39 citations · our summary
  79. Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM CollaborationShangbin Feng, Weijia Shi, Yike Wang et al. · Long Papers · 🏆 Outstanding Paper Award; SAC Award: Question Answering38 citations
  80. SafeDecoding: Defending against Jailbreak Attacks via Safety-Aware DecodingZhangchen Xu, Fengqing Jiang, Luyao Niu et al. · Long Papers38 citations · our summary
  81. Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language ModelsLei Li, Yuqi Wang, Runxin Xu et al. · Long Papers36 citations · our summary
  82. AoE: Angle-optimized Embeddings for Semantic Textual SimilarityXianming Li, Jing Li · Long Papers35 citations
  83. Are Emergent Abilities in Large Language Models just In-Context Learning?Sheng Lu, Irina Bigoulaeva, Rachneet Sachdeva et al. · Long Papers35 citations
  84. Machine Unlearning of Pre-trained Large Language ModelsJin Yao, Eli Chien, Minxin Du et al. · Long Papers35 citations · our summary
  85. CharacterEval: A Chinese Benchmark for Role-Playing Conversational Agent EvaluationQuan Tu, Shilong Fan, Zihang Tian et al. · Long Papers34 citations · our summary
  86. Political Compass or Spinning Arrow? Towards More Meaningful Evaluations for Values and Opinions in Large Language ModelsPaul Röttger, Valentin Hofmann, Valentina Pyatkin et al. · Long Papers · 🏆 Outstanding Paper Award34 citations · our summary
  87. Measuring Political Bias in Large Language Models: What Is Said and How It Is SaidYejin Bang, Delong Chen, Nayeon Lee et al. · Long Papers33 citations
  88. ChunkAttention: Efficient Self-Attention with Prefix-Aware KV Cache and Two-Phase PartitionLu Ye, Ze Tao, Yong Huang et al. · Long Papers32 citations
  89. ConSiDERS-The-Human Evaluation Framework: Rethinking Human Evaluation for Generative Large Language ModelsAparna Elangovan, Ling Liu, Lei Xu et al. · Long Papers32 citations
  90. Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question AnsweringZhengliang Shi, Shuo Zhang, Weiwei Sun et al. · Long Papers32 citations
  91. Quantifying Uncertainty in Answers from any Language Model and Enhancing their TrustworthinessJiuhai Chen, Jonas Mueller · Long Papers32 citations
  92. SAC-KG: Exploiting Large Language Models as Skilled Automatic Constructors for Domain Knowledge GraphHanzhu Chen, Xu Shen, Qitan Lv et al. · Long Papers32 citations
  93. XCodeEval: An Execution-based Large Scale Multilingual Multitask Benchmark for Code Understanding, Generation, Translation and RetrievalMohammad Abdullah Matin Khan, M Saiful Bari, Xuan Long Do et al. · Long Papers32 citations · our summary
  94. Disinformation Capabilities of Large Language ModelsIvan Vykopal, Matúš Pikuliak, Ivan Srba et al. · Long Papers31 citations
  95. FineSurE: Fine-grained Summarization Evaluation using LLMsHwanjun Song, Hang Su, Igor Shalyminov et al. · Long Papers31 citations · our summary
  96. KnowCoder: Coding Structured Knowledge into LLMs for Universal Information ExtractionZixuan Li, Yutao Zeng, Yuxin Zuo et al. · Long Papers31 citations
  97. On Context Utilization in Summarization with Large Language ModelsMathieu Ravaut, Aixin Sun, Nancy Chen et al. · Long Papers31 citations
  98. Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial TrainingFeiteng Fang, Yuelin Bai, Shiwen Ni et al. · Long Papers30 citations
  99. Pride and Prejudice: LLM Amplifies Self-Bias in Self-RefinementWenda Xu, Guanglei Zhu, Xuandong Zhao et al. · Long Papers30 citations · our summary
  100. ReFT: Reasoning with Reinforced Fine-TuningLuong Trung, Xinbo Zhang, Zhanming Jie et al. · Long Papers30 citations · our summary

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