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NAACL 2024: all accepted papers

662 papers · page 2 of 7 · the most cited first · ← NAACL 2024

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  1. Optimizing LLM Based Retrieval Augmented Generation Pipelines in the Financial Domain ↗Yiyun Zhao, Prateek Singh, Hanoz Bhathena et al. · Industry Track15 citations
  2. TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition ↗Md Mahadi Hasan Nahid, Davood Rafiei · Long Papers15 citations
  3. Tied-LoRA: Enhancing parameter efficiency of LoRA with Weight Tying ↗Adithya Renduchintala, Tugrul Konuk, Oleksii Kuchaiev · Long Papers15 citations
  4. Assessing Factual Reliability of Large Language Model Knowledge ↗Weixuan Wang, Barry Haddow, Alexandra Birch et al. · Long Papers14 citations
  5. Confronting LLMs with Traditional ML: Rethinking the Fairness of Large Language Models in Tabular Classifications ↗Yanchen Liu, Srishti Gautam, Jiaqi Ma et al. · Long Papers14 citations
  6. Efficiently Distilling LLMs for Edge Applications ↗Achintya Kundu, Yu Chin Fabian Lim, Aaron Chew et al. · Industry Track14 citations
  7. InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions ↗Yifan Wang, Yafei Liu, Chufan Shi et al. · Long Papers14 citations
  8. Revisiting Zero-Shot Abstractive Summarization in the Era of Large Language Models from the Perspective of Position Bias ↗Anshuman Chhabra, Hadi Askari, Prasant Mohapatra · Short Papers14 citations
  9. SeaEval for Multilingual Foundation Models: From Cross-Lingual Alignment to Cultural ReasoningBin Wang, Zhengyuan Liu, Xin Huang et al. · Long Papers14 citations · our summary
  10. Solving General Natural-Language-Description Optimization Problems with Large Language Models ↗Jihai Zhang, Wei Wang, Siyan Guo et al. · Industry Track14 citations
  11. Universal NER: A Gold-Standard Multilingual Named Entity Recognition Benchmark ↗Stephen Mayhew, Terra Blevins, Shuheng Liu et al. · Long Papers14 citations
  12. zrLLM: Zero-Shot Relational Learning on Temporal Knowledge Graphs with Large Language Models ↗Zifeng Ding, Heling Cai, Jingpei Wu et al. · Long Papers14 citations
  13. A Theory Guided Scaffolding Instruction Framework for LLM-Enabled Metaphor Reasoning ↗Yuan Tian, Nan Xu, Wenji Mao · Long Papers13 citations
  14. ContraDoc: Understanding Self-Contradictions in Documents with Large Language Models ↗Jierui Li, Vipul Raheja, Dhruv Kumar · Long Papers13 citations
  15. LaDiC: Are Diffusion Models Really Inferior to Autoregressive Counterparts for Image-to-Text Generation? ↗Yuchi Wang, Shuhuai Ren, Rundong Gao et al. · Long Papers13 citations
  16. Low-code LLM: Graphical User Interface over Large Language Models ↗Yuzhe Cai, Shaoguang Mao, Wenshan Wu et al. · System Demonstrations13 citations
  17. ReFACT: Updating Text-to-Image Models by Editing the Text Encoder ↗Dana Arad, Hadas Orgad, Yonatan Belinkov · Long Papers13 citations
  18. Toward Informal Language Processing: Knowledge of Slang in Large Language Models ↗Zhewei Sun, Qian Hu, Rahul Gupta et al. · Long Papers13 citations
  19. UICoder: Finetuning Large Language Models to Generate User Interface Code through Automated Feedback ↗Jason Wu, Eldon Schoop, Alan Leung et al. · Long Papers13 citations
  20. Universal Prompt Optimizer for Safe Text-to-Image Generation ↗Zongyu Wu, Hongcheng Gao, Yueze Wang et al. · Long Papers13 citations
  21. ALOHa: A New Measure for Hallucination in Captioning Models ↗Suzanne Petryk, David M. Chan, Anish Kachinthaya et al. · Short Papers12 citations
  22. Arithmetic Reasoning with LLM: Prolog Generation & Permutation ↗Xiaocheng Yang, Bingsen Chen, Yik-Cheung Tam · Short Papers12 citations
  23. CoE-SQL: In-Context Learning for Multi-Turn Text-to-SQL with Chain-of-Editions ↗Hanchong Zhang, Ruisheng Cao, Hongshen Xu et al. · Long Papers12 citations
  24. IndiBias: A Benchmark Dataset to Measure Social Biases in Language Models for Indian Context ↗Nihar Sahoo, Pranamya Kulkarni, Arif Ahmad et al. · Long Papers12 citations
  25. LMFlow: An Extensible Toolkit for Finetuning and Inference of Large Foundation Models ↗Shizhe Diao, Rui Pan, Hanze Dong et al. · System Demonstrations12 citations
  26. Language Models Implement Simple Word2Vec-style Vector Arithmetic ↗Jack Merullo, Carsten Eickhoff, Ellie Pavlick · Long Papers12 citations
  27. Personalized Jargon Identification for Enhanced Interdisciplinary Communication ↗Yue Guo, Joseph Chee Chang, Maria Antoniak et al. · Long Papers12 citations
  28. Struc-Bench: Are Large Language Models Good at Generating Complex Structured Tabular Data? ↗Xiangru Tang, Yiming Zong, Jason Phang et al. · Short Papers12 citations
  29. Text Diffusion Model with Encoder-Decoder Transformers for Sequence-to-Sequence Generation ↗Hongyi Yuan, Zheng Yuan, Chuanqi Tan et al. · Long Papers12 citations
  30. Value FULCRA: Mapping Large Language Models to the Multidimensional Spectrum of Basic Human Value ↗Jing Yao, Xiaoyuan Yi, Yifan Gong et al. · Long Papers12 citations
  31. $E^5$: Zero-shot Hierarchical Table Analysis using Augmented LLMs via Explain, Extract, Execute, Exhibit and Extrapolate ↗Zhehao Zhang, Yan Gao, Jian-Guang Lou · Long Papers11 citations
  32. A Closer Look at the Self-Verification Abilities of Large Language Models in Logical Reasoning ↗Ruixin Hong, Hongming Zhang, Xinyu Pang et al. · Long Papers11 citations
  33. COPAL-ID: Indonesian Language Reasoning with Local Culture and Nuances ↗Haryo Wibowo, Erland Fuadi, Made Nityasya et al. · Long Papers11 citations
  34. DialogBench: Evaluating LLMs as Human-like Dialogue Systems ↗Jiao Ou, Junda Lu, Che Liu et al. · Long Papers11 citations
  35. HPipe: Large Language Model Pipeline Parallelism for Long Context on Heterogeneous Cost-effective Devices ↗Ruilong Ma, Xiang Yang, Jingyu Wang et al. · Industry Track11 citations
  36. HTCCN: Temporal Causal Convolutional Networks with Hawkes Process for Extrapolation Reasoning in Temporal Knowledge Graphs ↗Tingxuan Chen, Jun Long, Liu Yang et al. · Long Papers11 citations
  37. Lost in Transcription: Identifying and Quantifying the Accuracy Biases of Automatic Speech Recognition Systems Against Disfluent Speech ↗Dena Mujtaba, Nihar Mahapatra, Megan Arney et al. · Long Papers11 citations
  38. Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models ↗Seiji Maekawa, Hayate Iso, Sairam Gurajada et al. · Long Papers11 citations
  39. Visually-Aware Context Modeling for News Image Captioning ↗Tingyu Qu, Tinne Tuytelaars, Marie-Francine Moens · Long Papers11 citations
  40. A Systematic Comparison of Contextualized Word Embeddings for Lexical Semantic Change ↗Francesco Periti, Nina Tahmasebi · Long Papers10 citations
  41. Actively Learn from LLMs with Uncertainty Propagation for Generalized Category Discovery ↗Jinggui Liang, Lizi Liao, Hao Fei et al. · Long Papers10 citations
  42. Advancing the Robustness of Large Language Models through Self-Denoised Smoothing ↗Jiabao Ji, Bairu Hou, Zhen Zhang et al. · Short Papers10 citations
  43. Beyond Performance: Quantifying and Mitigating Label Bias in LLMs ↗Yuval Reif, Roy Schwartz · Long Papers10 citations
  44. Branch-Solve-Merge Improves Large Language Model Evaluation and Generation ↗Swarnadeep Saha, Omer Levy, Asli Celikyilmaz et al. · Long Papers10 citations
  45. Bridging the Gap between Different Vocabularies for LLM Ensemble ↗Yangyifan Xu, Jinliang Lu, Jiajun Zhang · Long Papers10 citations
  46. COSIGN: Contextual Facts Guided Generation for Knowledge Graph Completion ↗Jinpeng Li, Hang Yu, Xiangfeng Luo et al. · Long Papers10 citations
  47. Capturing Perspectives of Crowdsourced Annotators in Subjective Learning Tasks ↗Negar Mokhberian, Myrl Marmarelis, Frederic Hopp et al. · Long Papers10 citations
  48. Contextual Refinement of Translations: Large Language Models for Sentence and Document-Level Post-Editing ↗Sai Koneru, Miriam Exel, Matthias Huck et al. · Long Papers10 citations
  49. Differentially Private Next-Token Prediction of Large Language Models ↗James Flemings, Meisam Razaviyayn, Murali Annavaram · Long Papers10 citations
  50. Effective Large Language Model Adaptation for Improved Grounding and Citation Generation ↗Xi Ye, Ruoxi Sun, Sercan Arik et al. · Long Papers10 citations
  51. Improved Text Emotion Prediction Using Combined Valence and Arousal Ordinal Classification ↗Michail Mitsios, Georgios Vamvoukakis, Georgia Maniati et al. · Short Papers10 citations
  52. On-the-fly Definition Augmentation of LLMs for Biomedical NER ↗Monica Munnangi, Sergey Feldman, Byron Wallace et al. · Long Papers10 citations
  53. PILOT: Legal Case Outcome Prediction with Case Law ↗Lang Cao, Zifeng Wang, Cao Xiao et al. · Long Papers10 citations
  54. Rehearsal-Free Modular and Compositional Continual Learning for Language Models ↗Mingyang Wang, Heike Adel, Lukas Lange et al. · Short Papers10 citations
  55. TriSum: Learning Summarization Ability from Large Language Models with Structured Rationale ↗Pengcheng Jiang, Cao Xiao, Zifeng Wang et al. · Long Papers10 citations
  56. You don't need a personality test to know these models are unreliable: Assessing the Reliability of Large Language Models on Psychometric Instruments ↗Bangzhao Shu, Lechen Zhang, Minje Choi et al. · Long Papers10 citations
  57. A Rationale-centric Counterfactual Data Augmentation Method for Cross-Document Event Coreference ResolutionBowen Ding, Qingkai Min, Shengkun Ma et al. · Long Papers9 citations · our summary
  58. BUFFET: Benchmarking Large Language Models for Few-shot Cross-lingual TransferAkari Asai, Sneha Kudugunta, Xinyan Yu et al. · Long Papers9 citations · our summary
  59. BookSQL: A Large Scale Text-to-SQL Dataset for Accounting Domain ↗Rahul Kumar, Amar Raja Dibbu, Shrutendra Harsola et al. · Long Papers9 citations
  60. Direct Preference Optimization for Neural Machine Translation with Minimum Bayes Risk Decoding ↗Guangyu Yang, Jinghong Chen, Weizhe Lin et al. · Short Papers9 citations
  61. EIVEN: Efficient Implicit Attribute Value Extraction using Multimodal LLM ↗Henry Peng Zou, Gavin Heqing Yu, Ziwei Fan et al. · Industry Track9 citations
  62. HILL: Hierarchy-aware Information Lossless Contrastive Learning for Hierarchical Text Classification ↗He Zhu, Junran Wu, Ruomei Liu et al. · Long Papers9 citations
  63. How are Prompts Different in Terms of Sensitivity? ↗Sheng Lu, Hendrik Schuff, Iryna Gurevych · Long Papers9 citations
  64. IndiSentiment140: Sentiment Analysis Dataset for Indian Languages with Emphasis on Low-Resource Languages using Machine Translation ↗Saurabh Kumar, Ranbir Sanasam, Sukumar Nandi · Long Papers9 citations
  65. Know When To Stop: A Study of Semantic Drift in Text Generation ↗Ava Spataru, Eric Hambro, Elena Voita et al. · Long Papers9 citations
  66. Making Language Models Better Tool Learners with Execution Feedback ↗Shuofei Qiao, Honghao Gui, Chengfei Lv et al. · Long Papers9 citations
  67. OpinionGPT: Modelling Explicit Biases in Instruction-Tuned LLMs ↗Patrick Haller, Ansar Aynetdinov, Alan Akbik · System Demonstrations9 citations
  68. The Integration of Semantic and Structural Knowledge in Knowledge Graph Entity Typing ↗Muzhi Li, Minda Hu, Irwin King et al. · Long Papers9 citations
  69. This Land is Your, My Land: Evaluating Geopolitical Bias in Language Models through Territorial Disputes ↗Bryan Li, Samar Haider, Chris Callison-Burch · Long Papers9 citations
  70. Uncertainty Estimation in Large Language Models to Support Biodiversity Conservation ↗Maria Mora-Cross, Saul Calderon-Ramirez · Industry Track9 citations
  71. Are Large Language Model Temporally Grounded? ↗Yifu Qiu, Zheng Zhao, Yftah Ziser et al. · Long Papers8 citations
  72. Breaking the Language Barrier: Can Direct Inference Outperform Pre-Translation in Multilingual LLM Applications? ↗Yotam Intrator, Matan Halfon, Roman Goldenberg et al. · Short Papers8 citations
  73. CCSum: A Large-Scale and High-Quality Dataset for Abstractive News Summarization ↗Xiang Jiang, Markus Dreyer · Long Papers8 citations
  74. Coding Open-Ended Responses using Pseudo Response Generation by Large Language Models ↗Yuki Zenimoto, Ryo Hasegawa, Takehito Utsuro et al. · Student Research Workshop8 citations
  75. Conformer-Based Speech Recognition On Extreme Edge-Computing Devices ↗Mingbin Xu, Alex Jin, Sicheng Wang et al. · Industry Track8 citations
  76. Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News Articles ↗Kung-Hsiang Huang, Philippe Laban, Alexander Fabbri et al. · Long Papers8 citations
  77. FUN with Fisher: Improving Generalization of Adapter-Based Cross-lingual Transfer with Scheduled Unfreezing ↗Chen Cecilia Liu, Jonas Pfeiffer, Ivan Vulić et al. · Long Papers8 citations
  78. Improving Adversarial Data Collection by Supporting Annotators: Lessons from GAHD, a German Hate Speech Dataset ↗Janis Goldzycher, Paul Röttger, Gerold Schneider · Long Papers8 citations
  79. Improving Machine Translation with Human Feedback: An Exploration of Quality Estimation as a Reward Model ↗Zhiwei He, Xing Wang, Wenxiang Jiao et al. · Long Papers8 citations
  80. In-context Learning Generalizes, But Not Always Robustly: The Case of Syntax ↗Aaron Mueller, Albert Webson, Jackson Petty et al. · Long Papers8 citations
  81. KnowLA: Enhancing Parameter-efficient Finetuning with Knowledgeable Adaptation ↗Xindi Luo, Zequn Sun, Jing Zhao et al. · Long Papers8 citations
  82. Learning to Compress Prompt in Natural Language Formats ↗Yu-Neng Chuang, Tianwei Xing, Chia-Yuan Chang et al. · Long Papers8 citations
  83. Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval ↗Nandan Thakur, Jianmo Ni, Gustavo Hernandez Abrego et al. · Long Papers8 citations
  84. MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical Reasoning ↗Debrup Das, Debopriyo Banerjee, Somak Aditya et al. · Long Papers8 citations
  85. ODD: A Benchmark Dataset for the Natural Language Processing Based Opioid Related Aberrant Behavior Detection ↗Sunjae Kwon, Xun Wang, Weisong Liu et al. · Long Papers8 citations
  86. Okay, Let's Do This! Modeling Event Coreference with Generated Rationales and Knowledge DistillationAbhijnan Nath, Shadi Manafi Avari, Avyakta Chelle et al. · Long Papers8 citations · our summary
  87. SCANNER: Knowledge-Enhanced Approach for Robust Multi-modal Named Entity Recognition of Unseen Entities ↗Hyunjong Ok, Taeho Kil, Sukmin Seo et al. · Long Papers8 citations
  88. TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction ↗Shuo Li, Sangdon Park, Insup Lee et al. · Long Papers8 citations
  89. ToXCL: A Unified Framework for Toxic Speech Detection and Explanation ↗Nhat M. Hoang, Xuan Long Do, Duc Anh Do et al. · Long Papers8 citations
  90. A Multi-Aspect Framework for Counter Narrative Evaluation using Large Language Models ↗Jaylen Jones, Lingbo Mo, Eric Fosler-Lussier et al. · Short Papers7 citations
  91. AutoPRM: Automating Procedural Supervision for Multi-Step Reasoning via Controllable Question Decomposition ↗Zhaorun Chen, Zhuokai Zhao, Zhihong Zhu et al. · Long Papers7 citations
  92. CNER: Concept and Named Entity Recognition ↗Giuliano Martinelli, Francesco Molfese, Simone Tedeschi et al. · Long Papers7 citations
  93. Combating Security and Privacy Issues in the Era of Large Language Models ↗Muhao Chen, Chaowei Xiao, Huan Sun et al. · Tutorial Abstracts7 citations
  94. Do Large Language Models Rank Fairly? An Empirical Study on the Fairness of LLMs as Rankers ↗Yuan Wang, Xuyang Wu, Hsin-Tai Wu et al. · Long Papers7 citations
  95. Document Image Machine Translation with Dynamic Multi-pre-trained Models Assembling ↗Yupu Liang, Yaping Zhang, Cong Ma et al. · Long Papers7 citations
  96. Efficient Benchmarking (of Language Models) ↗Yotam Perlitz, Elron Bandel, Ariel Gera et al. · Long Papers7 citations
  97. Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning ↗Philipp Borchert, Jochen De Weerdt, Marie-Francine Moens · Short Papers7 citations
  98. Elastic Weight Removal for Faithful and Abstractive Dialogue Generation ↗Nico Daheim, Nouha Dziri, Mrinmaya Sachan et al. · Long Papers7 citations
  99. Event Detection from Social Media for Epidemic Prediction ↗Tanmay Parekh, Anh Mac, Jiarui Yu et al. · Long Papers7 citations
  100. Explaining Text Similarity in Transformer Models ↗Alexandros Vasileiou, Oliver Eberle · Long Papers7 citations

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