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Findings of the Association for Computational Linguistics 2023: all accepted papers

2,194 papers · page 1 of 22 · the most cited first · ← Findings of the Association for Computational Linguistics 2023

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  1. Towards Reasoning in Large Language Models: A SurveyJie Huang, Kevin Chen-Chuan Chang409 citations · our summary
  2. RWKV: Reinventing RNNs for the Transformer EraBo Peng, Eric Alcaide, Quentin Anthony et al.367 citations
  3. Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model SizesCheng-Yu Hsieh, Chun-Liang Li, Chih-kuan Yeh et al.307 citations · our summary
  4. Measuring and Narrowing the Compositionality Gap in Language ModelsOfir Press, Muru Zhang, Sewon Min et al.277 citations
  5. Towards Mitigating LLM Hallucination via Self ReflectionZiwei Ji, Tiezheng Yu, Yan Xu et al.253 citations · our summary
  6. Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve ThemMirac Suzgun, Nathan Scales, Nathanael Schärli et al.243 citations · our summary
  7. ChatGPT Beyond English: Towards a Comprehensive Evaluation of Large Language Models in Multilingual LearningViet Dac Lai, Nghia Ngo, Amir Pouran Ben Veyseh et al.228 citations · our summary
  8. HuatuoGPT, Towards Taming Language Model to Be a DoctorHongbo Zhang, Junying Chen, Feng Jiang et al.206 citations · our summary
  9. Text Classification via Large Language ModelsXiaofei Sun, Xiaoya Li, Jiwei Li et al.199 citations · our summary
  10. Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation SynergyZhihong Shao, Yeyun Gong, Yelong Shen et al.192 citations · our summary
  11. Multi-step Jailbreaking Privacy Attacks on ChatGPTHaoran Li, Dadi Guo, Wei Fan et al.187 citations · our summary
  12. SpeechGPT: Empowering Large Language Models with Intrinsic Cross-Modal Conversational AbilitiesDong Zhang, Shimin Li, Xin Zhang et al.187 citations · our summary
  13. Discovering Language Model Behaviors with Model-Written EvaluationsEthan Perez, Sam Ringer, Kamile Lukosiute et al.183 citations
  14. Toxicity in chatgpt: Analyzing persona-assigned language modelsAmeet Deshpande, Vishvak Murahari, Tanmay Rajpurohit et al.170 citations · our summary
  15. PubMedCLIP: How Much Does CLIP Benefit Visual Question Answering in the Medical Domain?Sedigheh Eslami, Christoph Meinel, Gerard de Melo167 citations
  16. The Internal State of an LLM Knows When It's LyingAmos Azaria, Tom Mitchell164 citations · our summary
  17. Why Can GPT Learn In-Context? Language Models Secretly Perform Gradient Descent as Meta-OptimizersDamai Dai, Yutao Sun, Li Dong et al.147 citations · our summary
  18. Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical ReasoningLiangming Pan, Alon Albalak, Xinyi Wang et al.143 citations · our summary
  19. Evaluating Verifiability in Generative Search EnginesNelson Liu, Tianyi Zhang, Percy Liang137 citations · our summary
  20. Sources of Hallucination by Large Language Models on Inference TasksNick McKenna, Tianyi Li, Liang Cheng et al.136 citations · our summary
  21. “Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference LettersYixin Wan, George Pu, Jiao Sun et al.136 citations · our summary
  22. One Embedder, Any Task: Instruction-Finetuned Text EmbeddingsHongjin Su, Weijia Shi, Jungo Kasai et al.131 citations
  23. Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples!Yubo Ma, Yixin Cao, Yong Hong et al.113 citations · our summary
  24. Large Language Models are Better Reasoners with Self-VerificationYixuan Weng, Minjun Zhu, Fei Xia et al.107 citations · our summary
  25. LLM-in-the-loop: Leveraging Large Language Model for Thematic AnalysisShih-Chieh Dai, Aiping Xiong, Lun-Wei Ku106 citations
  26. Demystifying Prompts in Language Models via Perplexity EstimationHila Gonen, Srini Iyer, Terra Blevins et al.104 citations
  27. Large Language Models are few(1)-shot Table ReasonersWenhu Chen97 citations · our summary
  28. A Systematic Study and Comprehensive Evaluation of ChatGPT on Benchmark DatasetsMd Tahmid Rahman Laskar, M Saiful Bari, Mizanur Rahman et al.91 citations · our summary
  29. FedPETuning: When Federated Learning Meets the Parameter-Efficient Tuning Methods of Pre-trained Language ModelsZhuo Zhang, Yuanhang Yang, Yong Dai et al.90 citations
  30. Membership Inference Attacks against Language Models via Neighbourhood ComparisonJustus Mattern, Fatemehsadat Mireshghallah, Zhijing Jin et al.89 citations · our summary
  31. KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph CompletionYanbin Wei, Qiushi Huang, Yu Zhang et al.84 citations
  32. Is GPT-4 a Good Data Analyst?Liying Cheng, Xingxuan Li, Lidong Bing81 citations
  33. NLP Evaluation in trouble: On the Need to Measure LLM Data Contamination for each BenchmarkOscar Sainz, Jon Campos, Iker García-Ferrero et al.81 citations · our summary
  34. On the Risk of Misinformation Pollution with Large Language ModelsYikang Pan, Liangming Pan, Wenhu Chen et al.81 citations · our summary
  35. Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and EvaluationMarius Mosbach, Tiago Pimentel, Shauli Ravfogel et al.79 citations · our summary
  36. Towards Making the Most of ChatGPT for Machine TranslationKeqin Peng, Liang Ding, Qihuang Zhong et al.78 citations · our summary
  37. Evaluating the Factual Consistency of Large Language Models Through News SummarizationDerek Tam, Anisha Mascarenhas, Shiyue Zhang et al.77 citations
  38. Orthogonal Subspace Learning for Language Model Continual LearningXiao Wang, Tianze Chen, Qiming Ge et al.76 citations
  39. SoulChat: Improving LLMs' Empathy, Listening, and Comfort Abilities through Fine-tuning with Multi-turn Empathy ConversationsYirong Chen, Xiaofen Xing, Jingkai Lin et al.76 citations
  40. DetectLLM: Leveraging Log Rank Information for Zero-Shot Detection of Machine-Generated TextJinyan Su, Terry Zhuo, Di Wang et al.75 citations · our summary
  41. Distilling Reasoning Capabilities into Smaller Language ModelsKumar Shridhar, Alessandro Stolfo, Mrinmaya Sachan73 citations · our summary
  42. UReader: Universal OCR-free Visually-situated Language Understanding with Multimodal Large Language ModelJiabo Ye, Anwen Hu, Haiyang Xu et al.73 citations · our summary
  43. AoM: Detecting Aspect-oriented Information for Multimodal Aspect-Based Sentiment AnalysisRu Zhou, Wenya Guo, Xumeng Liu et al.72 citations
  44. Do Large Language Models Know What They Don't Know?Zhangyue Yin, Qiushi Sun, Qipeng Guo et al.72 citations
  45. Extractive Summarization via ChatGPT for Faithful Summary GenerationHaopeng Zhang, Xiao Liu, Jiawei Zhang71 citations
  46. In-context Examples Selection for Machine TranslationSweta Agrawal, Chunting Zhou, Mike Lewis et al.71 citations · our summary
  47. “Low-Resource” Text Classification: A Parameter-Free Classification Method with CompressorsZhiying Jiang, Matthew Yang, Mikhail Tsirlin et al.71 citations
  48. Not All Languages Are Created Equal in LLMs: Improving Multilingual Capability by Cross-Lingual-Thought PromptingHaoyang Huang, Tianyi Tang, Dongdong Zhang et al.70 citations · our summary
  49. Exploring the Use of Large Language Models for Reference-Free Text Quality Evaluation: An Empirical StudyYi Chen, Rui Wang, Haiyun Jiang et al. · IJCNLP-AACL 2023 (Findings68 citations · our summary
  50. DePlot: One-shot visual language reasoning by plot-to-table translationFangyu Liu, Julian Eisenschlos, Francesco Piccinno et al.67 citations · our summary
  51. Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation ExtractorsKai Zhang, Bernal Jimenez Gutierrez, Yu Su66 citations · our summary
  52. Retrieving Multimodal Information for Augmented Generation: A SurveyRuochen Zhao, Hailin Chen, Weishi Wang et al.64 citations
  53. A Confederacy of Models: a Comprehensive Evaluation of LLMs on Creative WritingCarlos Gómez-Rodríguez, Paul Williams62 citations
  54. Is ChatGPT a Good Causal Reasoner? A Comprehensive EvaluationJinglong Gao, Xiao Ding, Bing Qin et al.61 citations
  55. Self-Knowledge Guided Retrieval Augmentation for Large Language ModelsYile Wang, Peng Li, Maosong Sun et al.61 citations · our summary
  56. Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled DataKashun Shum, Shizhe Diao, Tong Zhang60 citations · our summary
  57. LLMaAA: Making Large Language Models as Active AnnotatorsRuoyu Zhang, Yanzeng Li, Yongliang Ma et al.57 citations
  58. AltCLIP: Altering the Language Encoder in CLIP for Extended Language CapabilitiesZhongzhi Chen, Guang Liu, Bo-Wen Zhang et al.56 citations
  59. Dipping PLMs Sauce: Bridging Structure and Text for Effective Knowledge Graph Completion via Conditional Soft PromptingChen Chen, Yufei Wang, Aixin Sun et al.56 citations · our summary
  60. MMSD2.0: Towards a Reliable Multi-modal Sarcasm Detection SystemLibo Qin, Shijue Huang, Qiguang Chen et al.56 citations · our summary
  61. SummIt: Iterative Text Summarization via ChatGPTHaopeng Zhang, Xiao Liu, Jiawei Zhang55 citations
  62. Large Language Models Know Your Contextual Search Intent: A Prompting Framework for Conversational SearchKelong Mao, Zhicheng Dou, Fengran Mo et al.53 citations
  63. Prompting and Evaluating Large Language Models for Proactive Dialogues: Clarification, Target-guided, and Non-collaborationYang Deng, Lizi Liao, Liang Chen et al.53 citations · our summary
  64. Scaling Vision-Language Models with Sparse Mixture of ExpertsSheng Shen, Zhewei Yao, Chunyuan Li et al.53 citations
  65. ACT-SQL: In-Context Learning for Text-to-SQL with Automatically-Generated Chain-of-ThoughtHanchong Zhang, Ruisheng Cao, Lu Chen et al.51 citations
  66. Can ChatGPT Defend its Belief in Truth? Evaluating LLM Reasoning via DebateBoshi Wang, Xiang Yue, Huan Sun51 citations
  67. DiaASQ: A Benchmark of Conversational Aspect-based Sentiment Quadruple AnalysisBobo Li, Hao Fei, Fei Li et al.51 citations
  68. Prompted Opinion Summarization with GPT-3.5Adithya Bhaskar, Alex Fabbri, Greg Durrett51 citations
  69. Chain-of-Thought Reasoning in Tabular Language ModelsMingyu Zheng, Hao Yang, Wenbin Jiang et al.50 citations
  70. MultiCoNER v2: a Large Multilingual dataset for Fine-grained and Noisy Named Entity RecognitionBesnik Fetahu, Zhiyu Chen, Sudipta Kar et al.50 citations
  71. Large Language Models are Not Yet Human-Level Evaluators for Abstractive SummarizationChenhui Shen, Liying Cheng, Xuan-Phi Nguyen et al.49 citations · our summary
  72. VIP5: Towards Multimodal Foundation Models for RecommendationShijie Geng, Juntao Tan, Shuchang Liu et al.49 citations
  73. AugESC: Dialogue Augmentation with Large Language Models for Emotional Support ConversationChujie Zheng, Sahand Sabour, Jiaxin Wen et al.48 citations
  74. How to Train Your Dragon: Diverse Augmentation Towards Generalizable Dense RetrievalSheng-Chieh Lin, Akari Asai, Minghan Li et al.48 citations · our summary
  75. LEXTREME: A Multi-Lingual and Multi-Task Benchmark for the Legal DomainJoel Niklaus, Veton Matoshi, Pooja Rani et al.48 citations · our summary
  76. Pre-trained Language Model with Prompts for Temporal Knowledge Graph CompletionWenjie Xu, Ben Liu, Miao Peng et al.48 citations
  77. ConKI: Contrastive Knowledge Injection for Multimodal Sentiment AnalysisYakun Yu, Mingjun Zhao, Shi-ang Qi et al.46 citations
  78. Context-faithful Prompting for Large Language ModelsWenxuan Zhou, Sheng Zhang, Hoifung Poon et al.46 citations · our summary
  79. Enhancing Text-to-SQL Capabilities of Large Language Models: A Study on Prompt Design StrategiesLinyong Nan, Yilun Zhao, Weijin Zou et al.46 citations
  80. Prompting ChatGPT in MNER: Enhanced Multimodal Named Entity Recognition with Auxiliary Refined KnowledgeJinyuan Li, Han Li, Zhuo Pan et al.46 citations
  81. TELeR: A General Taxonomy of LLM Prompts for Benchmarking Complex TasksShubhra Kanti Karmaker Santu, Dongji Feng46 citations
  82. VISTA: Visual-Textual Knowledge Graph Representation LearningJaejun Lee, Chanyoung Chung, Hochang Lee et al.46 citations
  83. AVATAR: A Parallel Corpus for Java-Python Program TranslationWasi Uddin Ahmad, Md Golam Rahman Tushar, Saikat Chakraborty et al.45 citations
  84. KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language ModelsJiho Kim, Yeonsu Kwon, Yohan Jo et al.45 citations
  85. Large Language Models with Controllable Working MemoryDaliang Li, Ankit Singh Rawat, Manzil Zaheer et al.45 citations · our summary
  86. Can ChatGPT Assess Human Personalities? A General Evaluation FrameworkHaocong Rao, Cyril Leung, Chunyan Miao44 citations
  87. Complementary Explanations for Effective In-Context LearningXi Ye, Srinivasan Iyer, Asli Celikyilmaz et al.44 citations · our summary
  88. Leveraging GPT-4 for Automatic Translation Post-EditingVikas Raunak, Amr Sharaf, Yiren Wang et al.44 citations · our summary
  89. Task-aware Retrieval with InstructionsAkari Asai, Timo Schick, Patrick Lewis et al.44 citations · our summary
  90. Unlearning Bias in Language Models by Partitioning GradientsCharles Yu, Sullam Jeoung, Anish Kasi et al.44 citations
  91. Enhancing Document-level Event Argument Extraction with Contextual Clues and Role RelevanceWanlong Liu, Shaohuan Cheng, Dingyi Zeng et al.43 citations
  92. IdealGPT: Iteratively Decomposing Vision and Language Reasoning via Large Language ModelsHaoxuan You, Rui Sun, Zhecan Wang et al.43 citations
  93. NusaCrowd: Open Source Initiative for Indonesian NLP ResourcesSamuel Cahyawijaya, Holy Lovenia, Alham Fikri Aji et al.43 citations
  94. ToxicChat: Unveiling Hidden Challenges of Toxicity Detection in Real-World User-AI ConversationZi Lin, Zihan Wang, Yongqi Tong et al.43 citations · our summary
  95. Explainable Claim Verification via Knowledge-Grounded Reasoning with Large Language ModelsHaoran Wang, Kai Shu42 citations
  96. In-Context Learning Creates Task VectorsRoee Hendel, Mor Geva, Amir Globerson42 citations · our summary
  97. BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language ModelsShibo Hao, Bowen Tan, Kaiwen Tang et al.41 citations
  98. Examining Inter-Consistency of Large Language Models Collaboration: An In-depth Analysis via DebateKai Xiong, Xiao Ding, Yixin Cao et al.41 citations · our summary
  99. Graph Reasoning for Question Answering with Triplet RetrievalShiyang Li, Yifan Gao, Haoming Jiang et al.41 citations
  100. The Decades Progress on Code-Switching Research in NLP: A Systematic Survey on Trends and ChallengesGenta Winata, Alham Fikri Aji, Zheng Xin Yong et al.41 citations

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