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

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

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  1. Exploring the Effectiveness of Prompt Engineering for Legal Reasoning Tasks ↗Fangyi Yu, Lee Quartey, Frank Schilder40 citations
  2. Harnessing the Power of Large Language Models for Empathetic Response Generation: Empirical Investigations and Improvements ↗Yushan Qian, Weinan Zhang, Ting Liu40 citations
  3. Long Document Summarization with Top-down and Bottom-up Inference ↗Bo Pang, Erik Nijkamp, Wojciech Kryscinski et al.40 citations
  4. Probing the “Creativity” of Large Language Models: Can models produce divergent semantic association? ↗Honghua Chen, Nai Ding40 citations
  5. Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq GenerationHeming Xia, Tao Ge, Peiyi Wang et al.40 citations · our summary
  6. WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia ↗Sina Semnani, Violet Yao, Heidi Zhang et al.40 citations
  7. A Survey on Recent Advances in Keyphrase Extraction from Pre-trained Language Models ↗Mingyang Song, Yi Feng, Liping Jing39 citations
  8. Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMs ↗Hongru Wang, Rui Wang, Fei Mi et al.38 citations
  9. Few-shot Joint Multimodal Aspect-Sentiment Analysis Based on Generative Multimodal Prompt ↗Xiaocui Yang, Shi Feng, Daling Wang et al.37 citations
  10. RHO: Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding ↗Ziwei Ji, Zihan Liu, Nayeon Lee et al.37 citations
  11. Attention-Enhancing Backdoor Attacks Against BERT-based Models ↗Weimin Lyu, Songzhu Zheng, Lu Pang et al.36 citations
  12. Fairness in Language Models Beyond English: Gaps and Challenges ↗Krithika Ramesh, Sunayana Sitaram, Monojit Choudhury36 citations
  13. MathDial: A Dialogue Tutoring Dataset with Rich Pedagogical Properties Grounded in Math Reasoning ProblemsJakub Macina, Nico Daheim, Sankalan Chowdhury et al.36 citations · our summary
  14. Ranking LLM-Generated Loop Invariants for Program Verification ↗Saikat Chakraborty, Shuvendu Lahiri, Sarah Fakhoury et al.36 citations
  15. Attack Prompt Generation for Red Teaming and Defending Large Language Models ↗Boyi Deng, Wenjie Wang, Fuli Feng et al.35 citations
  16. CLASS: A Design Framework for Building Intelligent Tutoring Systems Based on Learning Science principles ↗Shashank Sonkar, Naiming Liu, Debshila Mallick et al.35 citations
  17. GLUE-X: Evaluating Natural Language Understanding Models from an Out-of-Distribution Generalization Perspective ↗Linyi Yang, Shuibai Zhang, Libo Qin et al.34 citations
  18. Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document Ranking ↗Shengyao Zhuang, Bing Liu, Bevan Koopman et al.34 citations
  19. Sentence Embedding Leaks More Information than You Expect: Generative Embedding Inversion Attack to Recover the Whole Sentence ↗Haoran Li, Mingshi Xu, Yangqiu Song34 citations
  20. Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text ↗Zhun Yang, Adam Ishay, Joohyung Lee33 citations
  21. DiffuSum: Generation Enhanced Extractive Summarization with Diffusion ↗Haopeng Zhang, Xiao Liu, Jiawei Zhang33 citations
  22. Enhancing Conversational Search: Large Language Model-Aided Informative Query Rewriting ↗Fanghua Ye, Meng Fang, Shenghui Li et al.33 citations
  23. Prompted LLMs as Chatbot Modules for Long Open-domain Conversation ↗Gibbeum Lee, Volker Hartmann, Jongho Park et al.33 citations
  24. Scaling Laws vs Model Architectures: How does Inductive Bias Influence Scaling?Yi Tay, Mostafa Dehghani, Samira Abnar et al.33 citations · our summary
  25. Understanding HTML with Large Language Models ↗Izzeddin Gur, Ofir Nachum, Yingjie Miao et al.33 citations
  26. A Comprehensive Evaluation of Large Language Models on Legal Judgment Prediction ↗Ruihao Shui, Yixin Cao, Xiang Wang et al.32 citations
  27. Automatic Evaluation of Attribution by Large Language Models ↗Xiang Yue, Boshi Wang, Ziru Chen et al.32 citations
  28. Exploring the Sensitivity of LLMs' Decision-Making Capabilities: Insights from Prompt Variations and Hyperparameters ↗Manikanta Loya, Divya Sinha, Richard Futrell32 citations
  29. Not The End of Story: An Evaluation of ChatGPT-Driven Vulnerability Description Mappings ↗Xin Liu, Yuan Tan, Zhenghang Xiao et al.32 citations
  30. Two Heads Are Better Than One: Improving Fake News Video Detection by Correlating with Neighbors ↗Peng Qi, Yuyang Zhao, Yufeng Shen et al.32 citations
  31. `Person' == Light-skinned, Western Man, and Sexualization of Women of Color: Stereotypes in Stable Diffusion ↗Sourojit Ghosh, Aylin Caliskan32 citations
  32. A Closer Look into Using Large Language Models for Automatic Evaluation ↗Cheng-Han Chiang, Hung-yi Lee31 citations
  33. A Customized Text Sanitization Mechanism with Differential Privacy ↗Sai Chen, Fengran Mo, Yanhao Wang et al.31 citations
  34. Active Learning Principles for In-Context Learning with Large Language Models ↗Katerina Margatina, Timo Schick, Nikolaos Aletras et al.31 citations
  35. BanglaNLG and BanglaT5: Benchmarks and Resources for Evaluating Low-Resource Natural Language Generation in Bangla ↗Abhik Bhattacharjee, Tahmid Hasan, Wasi Uddin Ahmad et al.31 citations
  36. CodeTransOcean: A Comprehensive Multilingual Benchmark for Code Translation ↗Weixiang Yan, Yuchen Tian, Yunzhe Li et al.31 citations
  37. Ethical Reasoning over Moral Alignment: A Case and Framework for In-Context Ethical Policies in LLMs ↗Abhinav Rao, Aditi Khandelwal, Kumar Tanmay et al.31 citations
  38. I Spy a Metaphor: Large Language Models and Diffusion Models Co-Create Visual Metaphors ↗Tuhin Chakrabarty, Arkadiy Saakyan, Olivia Winn et al.31 citations
  39. Large Language Models Can be Lazy Learners: Analyze Shortcuts in In-Context Learning ↗Ruixiang Tang, Dehan Kong, Longtao Huang et al.31 citations
  40. Large Language Models are Built-in Autoregressive Search Engines ↗Noah Ziems, Wenhao Yu, Zhihan Zhang et al.31 citations
  41. PsyCoT: Psychological Questionnaire as Powerful Chain-of-Thought for Personality Detection ↗Tao Yang, Tianyuan Shi, Fanqi Wan et al.31 citations
  42. BanglaBook: A Large-scale Bangla Dataset for Sentiment Analysis from Book Reviews ↗Mohsinul Kabir, Obayed Bin Mahfuz, Syed Rifat Raiyan et al.30 citations
  43. ORCA: A Challenging Benchmark for Arabic Language UnderstandingAbdelRahim Elmadany, ElMoatez Billah Nagoudi, Muhammad Abdul-Mageed30 citations · our summary
  44. Stereotypes and Smut: The (Mis)representation of Non-cisgender Identities by Text-to-Image Models ↗Eddie Ungless, Bjorn Ross, Anne Lauscher30 citations
  45. LLMDet: A Third Party Large Language Models Generated Text Detection Tool ↗Kangxi Wu, Liang Pang, Huawei Shen et al.29 citations
  46. On the Relation between Sensitivity and Accuracy in In-Context Learning ↗Yanda Chen, Chen Zhao, Zhou Yu et al.29 citations
  47. PLACES: Prompting Language Models for Social Conversation SynthesisMaximillian Chen, Alexandros Papangelis, Chenyang Tao et al.29 citations · our summary
  48. Re-ViLM: Retrieval-Augmented Visual Language Model for Zero and Few-Shot Image Captioning ↗Zhuolin Yang, Wei Ping, Zihan Liu et al.29 citations
  49. Type-Aware Decomposed Framework for Few-Shot Named Entity Recognition ↗Yongqi Li, Yu Yu, Tieyun Qian29 citations
  50. What In-Context Learning “Learns” In-Context: Disentangling Task Recognition and Task LearningJane Pan, Tianyu Gao, Howard Chen et al.29 citations · our summary
  51. A Formal Perspective on Byte-Pair Encoding ↗Vilém Zouhar, Clara Meister, Juan Gastaldi et al.28 citations
  52. Finding Support Examples for In-Context LearningXiaonan Li, Xipeng Qiu28 citations · our summary
  53. ML-LMCL: Mutual Learning and Large-Margin Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding ↗Xuxin Cheng, Bowen Cao, Qichen Ye et al.28 citations
  54. SPEC5G: A Dataset for 5G Cellular Network Protocol Analysis ↗Imtiaz Karim, Kazi Samin Mubasshir, Mirza Masfiqur Rahman et al. · IJCNLP-AACL 2023 (Findings28 citations
  55. Two Directions for Clinical Data Generation with Large Language Models: Data-to-Label and Label-to-Data ↗Rumeng Li, Xun Wang, Hong Yu28 citations
  56. A Thorough Examination on Zero-shot Dense Retrieval ↗Ruiyang Ren, Yingqi Qu, Jing Liu et al.27 citations
  57. AdapterSoup: Weight Averaging to Improve Generalization of Pretrained Language Models ↗Alexandra Chronopoulou, Matthew Peters, Alexander Fraser et al.27 citations
  58. Aerial Vision-and-Dialog Navigation ↗Yue Fan, Winson Chen, Tongzhou Jiang et al.27 citations
  59. An Effective Deployment of Contrastive Learning in Multi-label Text Classification ↗Nankai Lin, Guanqiu Qin, Gang Wang et al.27 citations
  60. ChatCoT: Tool-Augmented Chain-of-Thought Reasoning on Chat-based Large Language Models ↗Zhipeng Chen, Kun Zhou, Beichen Zhang et al.27 citations
  61. DP-BART for Privatized Text Rewriting under Local Differential Privacy ↗Timour Igamberdiev, Ivan Habernal27 citations
  62. Distilling ChatGPT for Explainable Automated Student Answer Assessment ↗Jiazheng Li, Lin Gui, Yuxiang Zhou et al.27 citations
  63. EfficientVLM: Fast and Accurate Vision-Language Models via Knowledge Distillation and Modal-adaptive Pruning ↗Tiannan Wang, Wangchunshu Zhou, Yan Zeng et al.27 citations
  64. PAL: Persona-Augmented Emotional Support Conversation Generation ↗Jiale Cheng, Sahand Sabour, Hao Sun et al.27 citations
  65. The language of prompting: What linguistic properties make a prompt successful? ↗Alina Leidinger, Robert van Rooij, Ekaterina Shutova27 citations
  66. A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity Alignment ↗Jianheng Tang, Kangfei Zhao, Jia Li26 citations
  67. Aksharantar: Open Indic-language Transliteration datasets and models for the Next Billion Users ↗Yash Madhani, Sushane Parthan, Priyanka Bedekar et al.26 citations
  68. Bounding the Capabilities of Large Language Models in Open Text Generation with Prompt Constraints ↗Albert Lu, Hongxin Zhang, Yanzhe Zhang et al.26 citations
  69. Bridge the Gap Between CV and NLP! A Gradient-based Textual Adversarial Attack Framework ↗Lifan Yuan, YiChi Zhang, Yangyi Chen et al.26 citations
  70. Code Execution with Pre-trained Language Models ↗Chenxiao Liu, Shuai Lu, Weizhu Chen et al.26 citations
  71. DelucionQA: Detecting Hallucinations in Domain-specific Question Answering ↗Mobashir Sadat, Zhengyu Zhou, Lukas Lange et al.26 citations
  72. Interpretable Multimodal Misinformation Detection with Logic Reasoning ↗Hui Liu, Wenya Wang, Haoliang Li26 citations
  73. Large Language Models Are Better Adversaries: Exploring Generative Clean-Label Backdoor Attacks Against Text Classifiers ↗Wencong You, Zayd Hammoudeh, Daniel Lowd26 citations
  74. Prompt- and Trait Relation-aware Cross-prompt Essay Trait Scoring ↗Heejin Do, Yunsu Kim, Gary Geunbae Lee26 citations
  75. TCRA-LLM: Token Compression Retrieval Augmented Large Language Model for Inference Cost Reduction ↗Junyi Liu, Liangzhi Li, Tong Xiang et al.26 citations
  76. TimelineQA: A Benchmark for Question Answering over Timelines ↗Wang-Chiew Tan, Jane Dwivedi-Yu, Yuliang Li et al.26 citations
  77. Automatic Pronunciation Assessment - A Review ↗Yassine El Kheir, Ahmed Ali, Shammur Absar Chowdhury25 citations
  78. Better Zero-Shot Reasoning with Self-Adaptive Prompting ↗Xingchen Wan, Ruoxi Sun, Hanjun Dai et al.25 citations
  79. Cross-modality Data Augmentation for End-to-End Sign Language Translation ↗Jinhui Ye, Wenxiang Jiao, Xing Wang et al.25 citations
  80. Enhancing Hierarchical Text Classification through Knowledge Graph Integration ↗Ye Liu, Kai Zhang, Zhenya Huang et al.25 citations
  81. ParroT: Translating during Chat using Large Language Models tuned with Human Translation and Feedback ↗Wenxiang Jiao, Jen-tse Huang, Wenxuan Wang et al.25 citations
  82. Residual Prompt Tuning: improving prompt tuning with residual reparameterization ↗Anastasiia Razdaibiedina, Yuning Mao, Madian Khabsa et al.25 citations
  83. Sequential Integrated Gradients: a simple but effective method for explaining language models ↗Joseph Enguehard25 citations
  84. T2IAT: Measuring Valence and Stereotypical Biases in Text-to-Image Generation ↗Jialu Wang, Xinyue Liu, Zonglin Di et al.25 citations
  85. UniS-MMC: Multimodal Classification via Unimodality-supervised Multimodal Contrastive Learning ↗Heqing Zou, Meng Shen, Chen Chen et al.25 citations
  86. A Framework for Exploring Player Perceptions of LLM-Generated Dialogue in Commercial Video Games ↗Nader Akoury, Qian Yang, Mohit Iyyer24 citations
  87. A New Benchmark and Reverse Validation Method for Passage-level Hallucination Detection ↗Shiping Yang, Renliang Sun, Xiaojun Wan24 citations
  88. Crawling The Internal Knowledge-Base of Language Models ↗Roi Cohen, Mor Geva, Jonathan Berant et al.24 citations
  89. Large Language Models Meet Harry Potter: A Dataset for Aligning Dialogue Agents with CharactersNuo Chen, Yan Wang, Haiyun Jiang et al.24 citations · our summary
  90. Learning by Analogy: Diverse Questions Generation in Math Word Problem ↗Zihao Zhou, Maizhen Ning, Qiufeng Wang et al.24 citations
  91. Multilingual Summarization with Factual Consistency Evaluation ↗Roee Aharoni, Shashi Narayan, Joshua Maynez et al.24 citations
  92. Nonparametric Masked Language Modeling ↗Sewon Min, Weijia Shi, Mike Lewis et al.24 citations
  93. Open-Ended Instructable Embodied Agents with Memory-Augmented Large Language Models ↗Gabriel Sarch, Yue Wu, Michael Tarr et al.24 citations
  94. Self-Supervised Unimodal Label Generation Strategy Using Recalibrated Modality Representations for Multimodal Sentiment Analysis ↗Yewon Hwang, Jong-Hwan Kim24 citations
  95. The Diminishing Returns of Masked Language Models to Science ↗Zhi Hong, Aswathy Ajith, James Pauloski et al.24 citations
  96. Aligning Language Models to User OpinionsEunJeong Hwang, Bodhisattwa Majumder, Niket Tandon23 citations · our summary
  97. An Empirical Comparison of LM-based Question and Answer Generation Methods ↗Asahi Ushio, Fernando Alva-Manchego, Jose Camacho-Collados23 citations
  98. CREATOR: Tool Creation for Disentangling Abstract and Concrete Reasoning of Large Language ModelsCheng Qian, Chi Han, Yi Fung et al.23 citations · our summary
  99. Probing LLMs for hate speech detection: strengths and vulnerabilities ↗Sarthak Roy, Ashish Harshvardhan, Animesh Mukherjee et al.23 citations
  100. QAP: A Quantum-Inspired Adaptive-Priority-Learning Model for Multimodal Emotion Recognition ↗Ziming Li, Yan Zhou, Yaxin Liu et al.23 citations

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