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ACL 2023: all accepted papers

1,249 papers · page 1 of 13 · the most cited first · ← ACL 2023

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  1. Self-Instruct: Aligning Language Models with Self-Generated InstructionsYizhong Wang, Yeganeh Kordi, Swaroop Mishra et al. · Long Papers679 citations
  2. Crosslingual Generalization through Multitask FinetuningNiklas Muennighoff, Thomas Wang, Lintang Sutawika et al. · Long Papers349 citations
  3. Precise Zero-Shot Dense Retrieval without Relevance LabelsLuyu Gao, Xueguang Ma, Jimmy Lin et al. · Long Papers342 citations · our summary
  4. Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language ModelsLei Wang, Wanyu Xu, Yihuai Lan et al. · Long Papers332 citations
  5. Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step QuestionsHarsh Trivedi, Niranjan Balasubramanian, Tushar Khot et al. · Long Papers323 citations · our summary
  6. Can Large Language Models Be an Alternative to Human Evaluations?Cheng-Han Chiang, Hung-yi Lee · Long Papers317 citations
  7. When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric MemoriesAlex Mallen, Akari Asai, Victor Zhong et al. · Long Papers314 citations
  8. Revisiting Relation Extraction in the era of Large Language ModelsSomin Wadhwa, Silvio Amir, Byron Wallace · Long Papers192 citations
  9. ConFEDE: Contrastive Feature Decomposition for Multimodal Sentiment AnalysisJiuding Yang, Yakun Yu, Di Niu et al. · Long Papers173 citations
  10. DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative ModelsZijie J. Wang, Evan Montoya, David Munechika et al. · Long Papers171 citations
  11. MathPrompter: Mathematical Reasoning using Large Language ModelsShima Imani, Liang Du, Harsh Shrivastava · Industry Track151 citations · our summary
  12. Is GPT-3 a Good Data Annotator?Bosheng Ding, Chengwei Qin, Linlin Liu et al. · Long Papers149 citations
  13. From Pretraining Data to Language Models to Downstream Tasks: Tracking the Trails of Political Biases Leading to Unfair NLP ModelsShangbin Feng, Chan Young Park, Yuhan Liu et al. · Long Papers · 🏆 Best Paper Award143 citations · our summary
  14. LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative FusionDongfu Jiang, Xiang Ren, Bill Yuchen Lin · Long Papers136 citations · our summary
  15. RARR: Researching and Revising What Language Models Say, Using Language ModelsLuyu Gao, Zhuyun Dai, Panupong Pasupat et al. · Long Papers134 citations · our summary
  16. Reasoning with Language Model Prompting: A SurveyShuofei Qiao, Yixin Ou, Ningyu Zhang et al. · Long Papers134 citations
  17. Large Language Models Are Reasoning TeachersNamgyu Ho, Laura Schmid, Se-Young Yun · Long Papers127 citations · our summary
  18. Teaching Small Language Models to ReasonLucie Charlotte Magister, Jonathan Mallinson, Jakub Adamek et al. · Short Papers120 citations · our summary
  19. What the DAAM: Interpreting Stable Diffusion Using Cross AttentionRaphael Tang, Linqing Liu, Akshat Pandey et al. · Long Papers · 🏆 Best Paper Award118 citations
  20. Evaluating Open-Domain Question Answering in the Era of Large Language ModelsEhsan Kamalloo, Nouha Dziri, Charles Clarke et al. · Long Papers116 citations · our summary
  21. Marked Personas: Using Natural Language Prompts to Measure Stereotypes in Language ModelsMyra Cheng, Esin Durmus, Dan Jurafsky · Long Papers · 🏆 Social Impact Award115 citations · our summary
  22. Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What MattersBoshi Wang, Sewon Min, Xiang Deng et al. · Long Papers115 citations · our summary
  23. Large Language Models Meet NL2Code: A SurveyDaoguang Zan, Bei Chen, Fengji Zhang et al. · Long Papers114 citations
  24. LIDA: A Tool for Automatic Generation of Grammar-Agnostic Visualizations and Infographics using Large Language ModelsVictor Dibia · System Demonstrations113 citations
  25. Reasoning Implicit Sentiment with Chain-of-Thought PromptingHao Fei, Bobo Li, Qian Liu et al. · Short Papers111 citations
  26. Unnatural Instructions: Tuning Language Models with (Almost) No Human LaborOr Honovich, Thomas Scialom, Omer Levy et al. · Long Papers106 citations · our summary
  27. Contrastive Decoding: Open-ended Text Generation as OptimizationXiang Lisa Li, Ari Holtzman, Daniel Fried et al. · Long Papers103 citations
  28. MultiEMO: An Attention-Based Correlation-Aware Multimodal Fusion Framework for Emotion Recognition in ConversationsTao Shi, Shao-Lun Huang · Long Papers99 citations
  29. Towards Adaptive Prefix Tuning for Parameter-Efficient Language Model Fine-tuningZhen-Ru Zhang, Chuanqi Tan, Haiyang Xu et al. · Short Papers94 citations
  30. MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse LanguagesJack FitzGerald, Christopher Hench, Charith Peris et al. · Long Papers93 citations
  31. DiffusionNER: Boundary Diffusion for Named Entity RecognitionYongliang Shen, Kaitao Song, Xu Tan et al. · Long Papers87 citations
  32. DiffusionBERT: Improving Generative Masked Language Models with Diffusion ModelsZhengfu He, Tianxiang Sun, Qiong Tang et al. · Long Papers85 citations · our summary
  33. Supervised Adversarial Contrastive Learning for Emotion Recognition in ConversationsDou Hu, Yinan Bao, Lingwei Wei et al. · Long Papers84 citations
  34. Knowledge Unlearning for Mitigating Privacy Risks in Language ModelsJoel Jang, Dongkeun Yoon, Sohee Yang et al. · Long Papers80 citations
  35. Prompting PaLM for Translation: Assessing Strategies and PerformanceDavid Vilar, Markus Freitag, Colin Cherry et al. · Long Papers78 citations
  36. Retrieval-based Language Models and ApplicationsAkari Asai, Sewon Min, Zexuan Zhong et al. · Tutorial Abstracts78 citations · our summary
  37. AlignScore: Evaluating Factual Consistency with A Unified Alignment FunctionYuheng Zha, Yichi Yang, Ruichen Li et al. · Long Papers76 citations · our summary
  38. Information Screening whilst Exploiting! Multimodal Relation Extraction with Feature Denoising and Multimodal Topic ModelingShengqiong Wu, Hao Fei, Yixin Cao et al. · Long Papers76 citations
  39. Revealing Single Frame Bias for Video-and-Language LearningJie Lei, Tamara Berg, Mohit Bansal · Long Papers73 citations
  40. Self-Adaptive In-Context Learning: An Information Compression Perspective for In-Context Example Selection and OrderingZhiyong Wu, Yaoxiang Wang, Jiacheng Ye et al. · Long Papers72 citations
  41. On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot ReasoningOmar Shaikh, Hongxin Zhang, William Held et al. · Long Papers71 citations · our summary
  42. Few-shot In-context Learning on Knowledge Base Question AnsweringTianle Li, Xueguang Ma, Alex Zhuang et al. · Long Papers69 citations
  43. Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human InterventionsJohn Chung, Ece Kamar, Saleema Amershi · Long Papers67 citations · our summary
  44. An Embarrassingly Easy but Strong Baseline for Nested Named Entity RecognitionHang Yan, Yu Sun, Xiaonan Li et al. · Short Papers66 citations
  45. DualGATs: Dual Graph Attention Networks for Emotion Recognition in ConversationsDuzhen Zhang, Feilong Chen, Xiuyi Chen · Long Papers65 citations
  46. Making Language Models Better Reasoners with Step-Aware VerifierYifei Li, Zeqi Lin, Shizhuo Zhang et al. · Long Papers65 citations · our summary
  47. Instruction Induction: From Few Examples to Natural Language Task DescriptionsOr Honovich, Uri Shaham, Samuel R. Bowman et al. · Long Papers63 citations
  48. Code4Struct: Code Generation for Few-Shot Event Structure PredictionXingyao Wang, Sha Li, Heng Ji · Long Papers62 citations · our summary
  49. Diverse Demonstrations Improve In-context Compositional GeneralizationItay Levy, Ben Bogin, Jonathan Berant · Long Papers61 citations · our summary
  50. MvP: Multi-view Prompting Improves Aspect Sentiment Tuple PredictionZhibin Gou, Qingyan Guo, Yujiu Yang · Long Papers59 citations
  51. A Cross-Modality Context Fusion and Semantic Refinement Network for Emotion Recognition in ConversationXiaoheng Zhang, Yang Li · Long Papers58 citations
  52. A Survey of Deep Learning for Mathematical ReasoningPan Lu, Liang Qiu, Wenhao Yu et al. · Long Papers58 citations
  53. Scene Graph as Pivoting: Inference-time Image-free Unsupervised Multimodal Machine Translation with Visual Scene HallucinationHao Fei, Qian Liu, Meishan Zhang et al. · Long Papers58 citations
  54. LAVIS: A One-stop Library for Language-Vision IntelligenceDongxu Li, Junnan Li, Hung Le et al. · System Demonstrations57 citations
  55. WinoQueer: A Community-in-the-Loop Benchmark for Anti-LGBTQ+ Bias in Large Language ModelsVirginia Felkner, Ho-Chun Herbert Chang, Eugene Jang et al. · Long Papers57 citations
  56. A fine-grained comparison of pragmatic language understanding in humans and language modelsJennifer Hu, Sammy Floyd, Olessia Jouravlev et al. · Long Papers56 citations · our summary
  57. Cross2StrA: Unpaired Cross-lingual Image Captioning with Cross-lingual Cross-modal Structure-pivoted AlignmentShengqiong Wu, Hao Fei, Wei Ji et al. · Long Papers56 citations
  58. Fact-Checking Complex Claims with Program-Guided ReasoningLiangming Pan, Xiaobao Wu, Xinyuan Lu et al. · Long Papers56 citations · our summary
  59. Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought FrameworkRuochen Zhao, Xingxuan Li, Shafiq Joty et al. · Long Papers56 citations · our summary
  60. DarkBERT: A Language Model for the Dark Side of the InternetYoungjin Jin, Eugene Jang, Jian Cui et al. · Long Papers55 citations
  61. Revisiting the Gold Standard: Grounding Summarization Evaluation with Robust Human EvaluationYixin Liu, Alex Fabbri, Pengfei Liu et al. · Long Papers55 citations
  62. Self-Edit: Fault-Aware Code Editor for Code GenerationKechi Zhang, Zhuo Li, Jia Li et al. · Long Papers55 citations
  63. TECHS: Temporal Logical Graph Networks for Explainable Extrapolation ReasoningQika Lin, Jun Liu, Rui Mao et al. · Long Papers55 citations
  64. Tackling Modality Heterogeneity with Multi-View Calibration Network for Multimodal Sentiment DetectionYiwei Wei, Shaozu Yuan, Ruosong Yang et al. · Long Papers55 citations
  65. CodeIE: Large Code Generation Models are Better Few-Shot Information ExtractorsPeng Li, Tianxiang Sun, Qiong Tang et al. · Long Papers54 citations · our summary
  66. Federated Learning of Gboard Language Models with Differential PrivacyZheng Xu, Yanxiang Zhang, Galen Andrew et al. · Industry Track54 citations
  67. PromptNER: Prompt Locating and Typing for Named Entity RecognitionYongliang Shen, Zeqi Tan, Shuhui Wu et al. · Long Papers54 citations
  68. VisText: A Benchmark for Semantically Rich Chart CaptioningBenny Tang, Angie Boggust, Arvind Satyanarayan · Long Papers · 🏆 Outstanding Paper Award54 citations
  69. Dynamic Routing Transformer Network for Multimodal Sarcasm DetectionYuan Tian, Nan Xu, Ruike Zhang et al. · Long Papers53 citations · our summary
  70. Knowledge of cultural moral norms in large language modelsAida Ramezani, Yang Xu · Long Papers53 citations · our summary
  71. Causal Intervention and Counterfactual Reasoning for Multi-modal Fake News DetectionZiwei Chen, Linmei Hu, Weixin Li et al. · Long Papers52 citations
  72. A Length-Extrapolatable TransformerYutao Sun, Li Dong, Barun Patra et al. · Long Papers50 citations · our summary
  73. NUWA-XL: Diffusion over Diffusion for eXtremely Long Video GenerationShengming Yin, Chenfei Wu, Huan Yang et al. · Long Papers50 citations
  74. A Facial Expression-Aware Multimodal Multi-task Learning Framework for Emotion Recognition in Multi-party ConversationsWenjie Zheng, Jianfei Yu, Rui Xia et al. · Long Papers49 citations
  75. Analyzing Transformers in Embedding SpaceGuy Dar, Mor Geva, Ankit Gupta et al. · Long Papers49 citations · our summary
  76. FactKG: Fact Verification via Reasoning on Knowledge GraphsJiho Kim, Sungjin Park, Yeonsu Kwon et al. · Long Papers48 citations
  77. MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart DerenderingFangyu Liu, Francesco Piccinno, Syrine Krichene et al. · Long Papers48 citations
  78. Multi-granularity Temporal Question Answering over Knowledge GraphsZiyang Chen, Jinzhi Liao, Xiang Zhao · Long Papers48 citations
  79. Towards Leaving No Indic Language Behind: Building Monolingual Corpora, Benchmark and Models for Indic LanguagesSumanth Doddapaneni, Rahul Aralikatte, Gowtham Ramesh et al. · Long Papers48 citations · our summary
  80. Cognitive Reframing of Negative Thoughts through Human-Language Model InteractionAshish Sharma, Kevin Rushton, Inna Lin et al. · Long Papers · 🏆 Outstanding Paper Award47 citations
  81. Understanding Factual Errors in Summarization: Errors, Summarizers, Datasets, Error DetectorsLiyan Tang, Tanya Goyal, Alex Fabbri et al. · Long Papers47 citations · our summary
  82. ORGAN: Observation-Guided Radiology Report Generation via Tree ReasoningWenjun Hou, Kaishuai Xu, Yi Cheng et al. · Long Papers46 citations
  83. Unified Demonstration Retriever for In-Context LearningXiaonan Li, Kai Lv, Hang Yan et al. · Long Papers46 citations · our summary
  84. Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World EnvironmentsYu Gu, Xiang Deng, Yu Su · Long Papers · 🏆 Outstanding Paper Award45 citations
  85. Element-aware Summarization with Large Language Models: Expert-aligned Evaluation and Chain-of-Thought MethodYiming Wang, Zhuosheng Zhang, Rui Wang · Long Papers45 citations
  86. Parallel Context Windows for Large Language ModelsNir Ratner, Yoav Levine, Yonatan Belinkov et al. · Long Papers45 citations · our summary
  87. Sequence Parallelism: Long Sequence Training from System PerspectiveShenggui Li, Fuzhao Xue, Chaitanya Baranwal et al. · Long Papers45 citations · our summary
  88. Are You Copying My Model? Protecting the Copyright of Large Language Models for EaaS via Backdoor WatermarkWenjun Peng, Jingwei Yi, Fangzhao Wu et al. · Long Papers · 🏆 Area Chair Award (NLP Applications)44 citations
  89. Petals: Collaborative Inference and Fine-tuning of Large ModelsAlexander Borzunov, Dmitry Baranchuk, Tim Dettmers et al. · System Demonstrations44 citations
  90. SCOTT: Self-Consistent Chain-of-Thought DistillationPeifeng Wang, Zhengyang Wang, Zheng Li et al. · Long Papers · 🏆 Outstanding Paper Award44 citations · our summary
  91. Summarizing, Simplifying, and Synthesizing Medical Evidence using GPT-3 (with Varying Success)Chantal Shaib, Millicent Li, Sebastian Joseph et al. · Short Papers44 citations
  92. Generating Visual Spatial Description via Holistic 3D Scene UnderstandingYu Zhao, Hao Fei, Wei Ji et al. · Long Papers43 citations
  93. Faking Fake News for Real Fake News Detection: Propaganda-Loaded Training Data GenerationKung-Hsiang Huang, Kathleen McKeown, Preslav Nakov et al. · Long Papers42 citations
  94. Moral Mimicry: Large Language Models Produce Moral Rationalizations Tailored to Political IdentityGabriel Simmons · Student Research Workshop42 citations
  95. MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction TuningZhiyang Xu, Ying Shen, Lifu Huang · Long Papers · 🏆 Outstanding Paper Award42 citations
  96. SimLM: Pre-training with Representation Bottleneck for Dense Passage RetrievalLiang Wang, Nan Yang, Xiaolong Huang et al. · Long Papers42 citations · our summary
  97. Gloss-Free End-to-End Sign Language TranslationKezhou Lin, Xiaohan Wang, Linchao Zhu et al. · Long Papers41 citations
  98. Grounded Multimodal Named Entity Recognition on Social MediaJianfei Yu, Ziyan Li, Jieming Wang et al. · Long Papers41 citations
  99. ConvGQR: Generative Query Reformulation for Conversational SearchFengran Mo, Kelong Mao, Yutao Zhu et al. · Long Papers40 citations
  100. Knowledge-enhanced Mixed-initiative Dialogue System for Emotional Support ConversationsYang Deng, Wenxuan Zhang, Yifei Yuan et al. · Long Papers40 citations

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