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NAACL 2024: all accepted papers

662 papers · page 1 of 7 · the most cited first · ← NAACL 2024

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  1. Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question ComplexitySoyeong Jeong, Jinheon Baek, Sukmin Cho et al. · Long Papers231 citations · our summary
  2. REPLUG: Retrieval-Augmented Black-Box Language ModelsWeijia Shi, Sewon Min, Michihiro Yasunaga et al. · Long Papers191 citations
  3. Better Zero-Shot Reasoning with Role-Play PromptingAobo Kong, Shiwan Zhao, Hao Chen et al. · Long Papers171 citations
  4. GPTScore: Evaluate as You DesireJinlan Fu, See-Kiong Ng, Zhengbao Jiang et al. · Long Papers166 citations
  5. ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation SystemsJon Saad-Falcon, Omar Khattab, Christopher Potts et al. · Long Papers138 citations
  6. Can Knowledge Graphs Reduce Hallucinations in LLMs? : A SurveyGarima Agrawal, Tharindu Kumarage, Zeyad Alghamdi et al. · Long Papers110 citations
  7. TopicGPT: A Prompt-based Topic Modeling FrameworkChau Minh Pham, Alexander Hoyle, Simeng Sun et al. · Long Papers96 citations
  8. Reducing hallucination in structured outputs via Retrieval-Augmented GenerationPatrice Béchard, Orlando Marquez Ayala · Industry Track95 citations
  9. AnnoLLM: Making Large Language Models to Be Better Crowdsourced AnnotatorsXingwei He, Zhenghao Lin, Yeyun Gong et al. · Industry Track92 citations
  10. GLiNER: Generalist Model for Named Entity Recognition using Bidirectional TransformerUrchade Zaratiana, Nadi Tomeh, Pierre Holat et al. · Long Papers86 citations · our summary
  11. Does GPT-4 pass the Turing test?Cameron R. Jones, Benjamin K. Bergen · Long Papers85 citations
  12. A Survey of Confidence Estimation and Calibration in Large Language ModelsJiahui Geng, Fengyu Cai, Yuxia Wang et al. · Long Papers83 citations
  13. Trusting Your Evidence: Hallucinate Less with Context-aware DecodingWeijia Shi, Xiaochuang Han, Mike Lewis et al. · Short Papers75 citations · our summary
  14. XSTest: A Test Suite for Identifying Exaggerated Safety Behaviours in Large Language ModelsPaul Röttger, Hannah Kirk, Bertie Vidgen et al. · Long Papers72 citations
  15. Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-CollaborationZhenhailong Wang, Shaoguang Mao, Wenshan Wu et al. · Long Papers68 citations
  16. InstructABSA: Instruction Learning for Aspect Based Sentiment AnalysisKevin Scaria, Himanshu Gupta, Siddharth Goyal et al. · Short Papers60 citations
  17. Multimodal Multi-loss Fusion Network for Sentiment AnalysisZehui Wu, Ziwei Gong, Jaywon Koo et al. · Long Papers58 citations
  18. A Wolf in Sheep's Clothing: Generalized Nested Jailbreak Prompts can Fool Large Language Models EasilyPeng Ding, Jun Kuang, Dan Ma et al. · Long Papers55 citations
  19. Backdooring Instruction-Tuned Large Language Models with Virtual Prompt InjectionJun Yan, Vikas Yadav, Shiyang Li et al. · Long Papers53 citations
  20. Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual TasksZhaofeng Wu, Linlu Qiu, Alexis Ross et al. · Long Papers53 citations
  21. Ghostbuster: Detecting Text Ghostwritten by Large Language ModelsVivek Verma, Eve Fleisig, Nicholas Tomlin et al. · Long Papers52 citations · our summary
  22. SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-ScalingSanghoon Kim, Dahyun Kim, Chanjun Park et al. · Industry Track51 citations
  23. TableLlama: Towards Open Large Generalist Models for TablesTianshu Zhang, Xiang Yue, Yifei Li et al. · Long Papers51 citations
  24. From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction TuningMing Li, Yong Zhang, Zhitao Li et al. · Long Papers48 citations
  25. Beyond Yes and No: Improving Zero-Shot LLM Rankers via Scoring Fine-Grained Relevance LabelsHonglei Zhuang, Zhen Qin, Kai Hui et al. · Short Papers45 citations
  26. Mustango: Toward Controllable Text-to-Music GenerationJan Melechovsky, Zixun Guo, Deepanway Ghosal et al. · Long Papers45 citations
  27. Unveiling the Generalization Power of Fine-Tuned Large Language ModelsHaoran Yang, Yumeng Zhang, Jiaqi Xu et al. · Long Papers43 citations
  28. TelME: Teacher-leading Multimodal Fusion Network for Emotion Recognition in ConversationTaeyang Yun, Hyunkuk Lim, Jeonghwan Lee et al. · Long Papers42 citations
  29. Instructions as Backdoors: Backdoor Vulnerabilities of Instruction Tuning for Large Language ModelsJiashu Xu, Mingyu Ma, Fei Wang et al. · Long Papers41 citations
  30. Assisting in Writing Wikipedia-like Articles From Scratch with Large Language ModelsYijia Shao, Yucheng Jiang, Theodore Kanell et al. · Long Papers39 citations · our summary
  31. Investigating Data Contamination in Modern Benchmarks for Large Language ModelsChunyuan Deng, Yilun Zhao, Xiangru Tang et al. · Long Papers39 citations · our summary
  32. Metacognitive Prompting Improves Understanding in Large Language ModelsYuqing Wang, Yun Zhao · Long Papers39 citations
  33. On Learning to Summarize with Large Language Models as ReferencesYixin Liu, Kejian Shi, Katherine He et al. · Long Papers39 citations · our summary
  34. Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs?Kai Sun, Yifan Xu, Hanwen Zha et al. · Long Papers38 citations
  35. What Matters in Training a GPT4-Style Language Model with Multimodal Inputs?Yan Zeng, Hanbo Zhang, Jiani Zheng et al. · Long Papers35 citations
  36. Depression Detection in Clinical Interviews with LLM-Empowered Structural Element GraphZhuang Chen, Jiawen Deng, Jinfeng Zhou et al. · Long Papers34 citations
  37. Attacks, Defenses and Evaluations for LLM Conversation Safety: A SurveyZhichen Dong, Zhanhui Zhou, Chao Yang et al. · Long Papers32 citations
  38. REST: Retrieval-Based Speculative DecodingZhenyu He, Zexuan Zhong, Tianle Cai et al. · Long Papers32 citations
  39. LLMs Are Few-Shot In-Context Low-Resource Language LearnersSamuel Cahyawijaya, Holy Lovenia, Pascale Fung · Long Papers31 citations · our summary
  40. A Pretrainer's Guide to Training Data: Measuring the Effects of Data Age, Domain Coverage, Quality, & ToxicityShayne Longpre, Gregory Yauney, Emily Reif et al. · Long Papers30 citations
  41. ALoRA: Allocating Low-Rank Adaptation for Fine-tuning Large Language ModelsZequan Liu, Jiawen Lyn, Wei Zhu et al. · Long Papers30 citations
  42. MART: Improving LLM Safety with Multi-round Automatic Red-TeamingSuyu Ge, Chunting Zhou, Rui Hou et al. · Long Papers30 citations · our summary
  43. Self-Improving for Zero-Shot Named Entity Recognition with Large Language ModelsTingyu Xie, Qi Li, Yan Zhang et al. · Short Papers30 citations
  44. SemStamp: A Semantic Watermark with Paraphrastic Robustness for Text GenerationAbe Hou, Jingyu Zhang, Tianxing He et al. · Long Papers30 citations
  45. CMB: A Comprehensive Medical Benchmark in ChineseXidong Wang, Guiming Hardy Chen, Dingjie Song et al. · Long Papers29 citations
  46. A Continued Pretrained LLM Approach for Automatic Medical Note GenerationDong Yuan, Eti Rastogi, Gautam Naik et al. · Short Papers28 citations
  47. Effective Long-Context Scaling of Foundation ModelsWenhan Xiong, Jingyu Liu, Igor Molybog et al. · Long Papers28 citations
  48. ChatGPT as an Attack Tool: Stealthy Textual Backdoor Attack via Blackbox Generative Model TriggerJiazhao Li, Yijin Yang, Zhuofeng Wu et al. · Long Papers27 citations
  49. Routing to the Expert: Efficient Reward-guided Ensemble of Large Language ModelsKeming Lu, Hongyi Yuan, Runji Lin et al. · Long Papers27 citations
  50. SELF-GUARD: Empower the LLM to Safeguard ItselfZezhong Wang, Fangkai Yang, Lu Wang et al. · Long Papers27 citations
  51. ExpertQA: Expert-Curated Questions and Attributed AnswersChaitanya Malaviya, Subin Lee, Sihao Chen et al. · Long Papers26 citations · our summary
  52. MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction TuningFuxiao Liu, Xiaoyang Wang, Wenlin Yao et al. · Long Papers26 citations · our summary
  53. Removing RLHF Protections in GPT-4 via Fine-TuningQiusi Zhan, Richard Fang, Rohan Bindu et al. · Short Papers26 citations
  54. The Bias Amplification Paradox in Text-to-Image GenerationPreethi Seshadri, Sameer Singh, Yanai Elazar · Long Papers26 citations
  55. Do Multilingual Language Models Think Better in English?Julen Etxaniz, Gorka Azkune, Aitor Soroa et al. · Short Papers25 citations · our summary
  56. Grounding Gaps in Language Model GenerationsOmar Shaikh, Kristina Gligorić, Ashna Khetan et al. · Long Papers25 citations
  57. Leveraging Generative Large Language Models with Visual Instruction and Demonstration Retrieval for Multimodal Sarcasm DetectionBinghao Tang, Boda Lin, Haolong Yan et al. · Long Papers25 citations
  58. R-Tuning: Instructing Large Language Models to Say `I Don't Know'Hanning Zhang, Shizhe Diao, Yong Lin et al. · Long Papers25 citations
  59. Rethinking Tabular Data Understanding with Large Language ModelsTianyang Liu, Fei Wang, Muhao Chen · Long Papers25 citations
  60. TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue SummarizationLiyan Tang, Igor Shalyminov, Amy Wong et al. · Long Papers25 citations
  61. Found in the Middle: Permutation Self-Consistency Improves Listwise Ranking in Large Language ModelsRaphael Tang, Crystina Zhang, Xueguang Ma et al. · Long Papers24 citations
  62. Instructional Fingerprinting of Large Language ModelsJiashu Xu, Fei Wang, Mingyu Ma et al. · Long Papers23 citations
  63. Large Language Models Help Humans Verify Truthfulness – Except When They Are Convincingly WrongChenglei Si, Navita Goyal, Tongshuang Wu et al. · Long Papers23 citations
  64. Self-Prompting Large Language Models for Zero-Shot Open-Domain QAJunlong Li, Jinyuan Wang, Zhuosheng Zhang et al. · Long Papers23 citations
  65. Understanding the Capabilities and Limitations of Large Language Models for Cultural CommonsenseSiqi Shen, Lajanugen Logeswaran, Moontae Lee et al. · Long Papers22 citations
  66. AceGPT, Localizing Large Language Models in ArabicHuang Huang, Fei Yu, Jianqing Zhu et al. · Long Papers21 citations · our summary
  67. Advancing Beyond Identification: Multi-bit Watermark for Large Language ModelsKiYoon Yoo, Wonhyuk Ahn, Nojun Kwak · Long Papers21 citations
  68. Complex Claim Verification with Evidence Retrieved in the WildJifan Chen, Grace Kim, Aniruddh Sriram et al. · Long Papers21 citations · our summary
  69. LLM-Driven Knowledge Injection Advances Zero-Shot and Cross-Target Stance DetectionZhao Zhang, Yiming Li, Jin Zhang et al. · Short Papers21 citations
  70. LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language ModelsYifan Yang, Jiajun Zhou, Ngai Wong et al. · Long Papers21 citations
  71. Topics, Authors, and Institutions in Large Language Model Research: Trends from 17K arXiv PapersRajiv Movva, Sidhika Balachandar, Kenny Peng et al. · Long Papers21 citations
  72. Evaluating Large Language Models as Generative User Simulators for Conversational RecommendationSe-eun Yoon, Zhankui He, Jessica Echterhoff et al. · Long Papers20 citations
  73. GenRES: Rethinking Evaluation for Generative Relation Extraction in the Era of Large Language ModelsPengcheng Jiang, Jiacheng Lin, Zifeng Wang et al. · Long Papers20 citations
  74. LM-Infinite: Zero-Shot Extreme Length Generalization for Large Language ModelsChi Han, Qifan Wang, Hao Peng et al. · Long Papers20 citations · our summary
  75. Uncertainty Quantification for In-Context Learning of Large Language ModelsChen Ling, Xujiang Zhao, Xuchao Zhang et al. · Long Papers20 citations
  76. Are Multilingual LLMs Culturally-Diverse Reasoners? An Investigation into Multicultural Proverbs and SayingsChen Cecilia Liu, Fajri Koto, Timothy Baldwin et al. · Long Papers19 citations
  77. AudioChatLlama: Towards General-Purpose Speech Abilities for LLMsYassir Fathullah, Chunyang Wu, Egor Lakomkin et al. · Long Papers19 citations
  78. LLM-based Medical Assistant Personalization with Short- and Long-Term Memory CoordinationKai Zhang, Yangyang Kang, Fubang Zhao et al. · Long Papers19 citations
  79. Language Models Hallucinate, but May Excel at Fact VerificationJian Guan, Jesse Dodge, David Wadden et al. · Long Papers19 citations
  80. MEGAVERSE: Benchmarking Large Language Models Across Languages, Modalities, Models and TasksSanchit Ahuja, Divyanshu Aggarwal, Varun Gumma et al. · Long Papers19 citations · our summary
  81. Volcano: Mitigating Multimodal Hallucination through Self-Feedback Guided RevisionSeongyun Lee, Sue Hyun Park, Yongrae Jo et al. · Long Papers19 citations
  82. Bridging the Novice-Expert Gap via Models of Decision-Making: A Case Study on Remediating Math MistakesRose Wang, Qingyang Zhang, Carly Robinson et al. · Long Papers18 citations
  83. Enhancing Contextual Understanding in Large Language Models through Contrastive DecodingZheng Zhao, Emilio Monti, Jens Lehmann et al. · Long Papers18 citations
  84. LLatrieval: LLM-Verified Retrieval for Verifiable GenerationXiaonan Li, Changtai Zhu, Linyang Li et al. · Long Papers18 citations
  85. Tiny Titans: Can Smaller Large Language Models Punch Above Their Weight in the Real World for Meeting Summarization?Xue-Yong Fu, Md Tahmid Rahman Laskar, Elena Khasanova et al. · Industry Track18 citations
  86. AutoLoRA: Automatically Tuning Matrix Ranks in Low-Rank Adaptation Based on Meta LearningRuiyi Zhang, Rushi Qiang, Sai Ashish Somayajula et al. · Long Papers17 citations
  87. Empowering Diffusion Models on the Embedding Space for Text GenerationZhujin Gao, Junliang Guo, Xu Tan et al. · Long Papers17 citations
  88. End-to-End Beam Retrieval for Multi-Hop Question AnsweringJiahao Zhang, Haiyang Zhang, Dongmei Zhang et al. · Long Papers17 citations
  89. On Large Language Models' Hallucination with Regard to Known FactsChe Jiang, Biqing Qi, Xiangyu Hong et al. · Long Papers17 citations
  90. PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision MakersMyeonghwa Lee, Seonho An, Min-Soo Kim · Long Papers17 citations
  91. SportQA: A Benchmark for Sports Understanding in Large Language ModelsHaotian Xia, Zhengbang Yang, Yuqing Wang et al. · Long Papers17 citations
  92. Extending CLIP's Image-Text Alignment to Referring Image SegmentationSeoyeon Kim, Minguk Kang, Dongwon Kim et al. · Long Papers16 citations
  93. MILL: Mutual Verification with Large Language Models for Zero-Shot Query ExpansionPengyue Jia, Yiding Liu, Xiangyu Zhao et al. · Long Papers16 citations
  94. The Perspectivist Paradigm Shift: Assumptions and Challenges of Capturing Human LabelsEve Fleisig, Su Lin Blodgett, Dan Klein et al. · Long Papers16 citations
  95. Evidence-Driven Retrieval Augmented Response Generation for Online MisinformationZhenrui Yue, Huimin Zeng, Yimeng Lu et al. · Long Papers15 citations
  96. Exploring Cross-Cultural Differences in English Hate Speech Annotations: From Dataset Construction to AnalysisNayeon Lee, Chani Jung, Junho Myung et al. · Long Papers15 citations
  97. Exploring the Impact of Table-to-Text Methods on Augmenting LLM-based Question Answering with Domain Hybrid DataDehai Min, Nan Hu, Rihui Jin et al. · Industry Track15 citations
  98. From Language Modeling to Instruction Following: Understanding the Behavior Shift in LLMs after Instruction TuningXuansheng Wu, Wenlin Yao, Jianshu Chen et al. · Long Papers15 citations
  99. MOKA: Moral Knowledge Augmentation for Moral Event ExtractionXinliang Frederick Zhang, Winston Wu, Nick Beauchamp et al. · Long Papers15 citations
  100. Measuring and Improving Chain-of-Thought Reasoning in Vision-Language ModelsYangyi Chen, Karan Sikka, Michael Cogswell et al. · Long Papers15 citations

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