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EMNLP 2024: all accepted papers

1,447 papers · page 8 of 15 · the most cited first · ← EMNLP 2024

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  1. Bio-RFX: Refining Biomedical Extraction via Advanced Relation Classification and Structural Constraints ↗Minjia Wang, Fangzhou Liu, Xiuxing Li et al.3 citations
  2. Boosting Scientific Concepts Understanding: Can Analogy from Teacher Models Empower Student Models? ↗Siyu Yuan, Cheng Jiayang, Lin Qiu et al.3 citations
  3. Breaking Language Barriers: Cross-Lingual Continual Pre-Training at Scale ↗Wenzhen Zheng, Wenbo Pan, Xu Xu et al.3 citations
  4. CARER - ClinicAl Reasoning-Enhanced Representation for Temporal Health Risk Prediction ↗Tuan Dung Nguyen, Thanh Trung Huynh, Minh Hieu Phan et al.3 citations
  5. CHESS: Optimizing LLM Inference via Channel-Wise Thresholding and Selective Sparsification ↗Junhui He, Shangyu Wu, Weidong Wen et al.3 citations
  6. CURE: Context- and Uncertainty-Aware Mental Disorder Detection ↗Migyeong Kang, Goun Choi, Hyolim Jeon et al.3 citations
  7. Can Language Models Induce Grammatical Knowledge from Indirect Evidence? ↗Miyu Oba, Yohei Oseki, Akiyo Fukatsu et al.3 citations
  8. Can Large Language Models Learn Independent Causal Mechanisms? ↗Gael Gendron, Bao Trung Nguyen, Alex Yuxuan Peng et al.3 citations
  9. Can Transformers Learn $n$-gram Language Models? ↗Anej Svete, Nadav Borenstein, Mike Zhou et al.3 citations
  10. Centrality-aware Product Retrieval and Ranking ↗Hadeel Saadany, Swapnil Bhosale, Samarth Agrawal et al. · Industry Track3 citations
  11. CoCoLoFa: A Dataset of News Comments with Common Logical Fallacies Written by LLM-Assisted Crowds ↗Min-Hsuan Yeh, Ruyuan Wan, Ting-Hao Kenneth Huang3 citations
  12. CommonIT: Commonality-Aware Instruction Tuning for Large Language Models via Data Partitions ↗Jun Rao, Xuebo Liu, Lian Lian et al.3 citations
  13. Comparing Neighbors Together Makes it Easy: Jointly Comparing Multiple Candidates for Efficient and Effective Retrieval ↗Jonghyun Song, Cheyon Jin, Wenlong Zhao et al.3 citations
  14. Comparing a BERT Classifier and a GPT classifier for Detecting Connective Language Across Multiple Social Media ↗Josephine Lukito, Bin Chen, Gina M. Masullo et al.3 citations
  15. Context Matters: Pushing the Boundaries of Open-Ended Answer Generation with Graph-Structured Knowledge Context ↗Somnath Banerjee, Amruit Sahoo, Sayan Layek et al. · Industry Track3 citations
  16. Context-aware Watermark with Semantic Balanced Green-red Lists for Large Language Models ↗Yuxuan Guo, Zhiliang Tian, Yiping Song et al.3 citations
  17. Cross-lingual Transfer for Automatic Question Generation by Learning Interrogative Structures in Target Languages ↗Seonjeong Hwang, Yunsu Kim, Gary Lee3 citations
  18. DECOR: Improving Coherence in L2 English Writing with a Novel Benchmark for Incoherence Detection, Reasoning, and Rewriting ↗Xuanming Zhang, Anthony Diaz, Zixun Chen et al.3 citations
  19. De-Identification of Sensitive Personal Data in Datasets Derived from IIT-CDIP ↗Stefan Larson, Nicole Cornehl Lima, Santiago Pedroza Diaz et al.3 citations
  20. Debiasing Text Safety Classifiers through a Fairness-Aware Ensemble ↗Olivia Sturman, Aparna R Joshi, Bhaktipriya Radharapu et al. · Industry Track3 citations
  21. Debug Smarter, Not Harder: AI Agents for Error Resolution in Computational Notebooks ↗Konstantin Grotov, Artem Borzilov, Maksim Krivobok et al. · System Demonstrations3 citations
  22. Deciphering Rumors: A Multi-Task Learning Approach with Intent-aware Hierarchical Contrastive Learning ↗Chang Yang, Peng Zhang, Hui Gao et al.3 citations
  23. Delving into Qualitative Implications of Synthetic Data for Hate Speech Detection ↗Camilla Casula, Sebastiano Vecellio Salto, Alan Ramponi et al.3 citations
  24. Detecting LLM-Assisted Cheating on Open-Ended Writing Tasks on Language Proficiency Tests ↗Chenhao Niu, Kevin P. Yancey, Ruidong Liu et al. · Industry Track3 citations
  25. Discovering Knowledge-Critical Subnetworks in Pretrained Language Models ↗Deniz Bayazit, Negar Foroutan, Zeming Chen et al.3 citations
  26. Do LLMs learn a true syntactic universal? ↗John T. Hale, Miloš Stanojević3 citations
  27. Do You Know What You Are Talking About? Characterizing Query-Knowledge Relevance For Reliable Retrieval Augmented Generation ↗Zhuohang Li, Jiaxin Zhang, Chao Yan et al.3 citations
  28. EVEDIT: Event-based Knowledge Editing for Deterministic Knowledge Propagation ↗Jiateng Liu, Pengfei Yu, Yuji Zhang et al.3 citations
  29. Efficient Sequential Decision Making with Large Language Models ↗Dingyang Chen, Qi Zhang, Yinglun Zhu3 citations
  30. Embedding and Gradient Say Wrong: A White-Box Method for Hallucination Detection ↗Xiaomeng Hu, Yiming Zhang, Ru Peng et al.3 citations
  31. Emotion Granularity from Text: An Aggregate-Level Indicator of Mental Health ↗Krishnapriya Vishnubhotla, Daniela Teodorescu, Mallory J Feldman et al.3 citations
  32. EmphAssess : a Prosodic Benchmark on Assessing Emphasis Transfer in Speech-to-Speech Models ↗Maureen de Seyssel, Antony D'Avirro, Adina Williams et al.3 citations
  33. Encourage or Inhibit Monosemanticity? Revisit Monosemanticity from a Feature Decorrelation Perspective ↗Hanqi Yan, Yanzheng Xiang, Guangyi Chen et al.3 citations
  34. Error Analysis of Multilingual Language Models in Machine Translation: A Case Study of English-Amharic Translation ↗Hizkiel Mitiku Alemayehu, Hamada M Zahera, Axel-Cyrille Ngonga Ngomo3 citations
  35. Evaluating Diversity in Automatic Poetry Generation ↗Yanran Chen, Hannes Gröner, Sina Zarrieß et al.3 citations
  36. Exploring Intrinsic Language-specific Subspaces in Fine-tuning Multilingual Neural Machine Translation ↗Zhe Cao, Zhi Qu, Hidetaka Kamigaito et al.3 citations
  37. FOOL ME IF YOU CAN! An Adversarial Dataset to Investigate the Robustness of LMs in Word Sense Disambiguation ↗Mohamad Ballout, Anne Dedert, Nohayr Muhammad Abdelmoneim et al.3 citations
  38. Fill In The Gaps: Model Calibration and Generalization with Synthetic Data ↗Yang Ba, Michelle V Mancenido, Rong Pan3 citations
  39. FinDVer: Explainable Claim Verification over Long and Hybrid-content Financial Documents ↗Yilun Zhao, Yitao Long, Tintin Jiang et al.3 citations
  40. Fusion-Eval: Integrating Assistant Evaluators with LLMs ↗Lei Shu, Nevan Wichers, Liangchen Luo et al. · Industry Track3 citations
  41. GLaPE: Gold Label-agnostic Prompt Evaluation for Large Language Models ↗Xuanchang Zhang, Zhuosheng Zhang, Hai Zhao3 citations
  42. GRASS: Compute Efficient Low-Memory LLM Training with Structured Sparse Gradients ↗Aashiq Muhamed, Oscar Li, David Woodruff et al.3 citations
  43. Generative Models for Automatic Medical Decision Rule Extraction from Text ↗Yuxin He, Buzhou Tang, Xiaoling Wang3 citations
  44. GraphQL Query Generation: A Large Training and Benchmarking Dataset ↗Manish Kesarwani, Sambit Ghosh, Nitin Gupta et al. · Industry Track3 citations
  45. Hateful Word in Context Classification ↗Sanne Hoeken, Sina Zarrieß, Özge Alacam3 citations
  46. Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge Utilization ↗Miyoung Ko, Sue Hyun Park, Joonsuk Park et al.3 citations
  47. I Learn Better If You Speak My Language: Understanding the Superior Performance of Fine-Tuning Large Language Models with LLM-Generated Responses ↗Xuan Ren, Biao Wu, Lingqiao Liu3 citations
  48. I-AM-G: Interest Augmented Multimodal Generator for Item Personalization ↗Xianquan Wang, Likang Wu, Shukang Yin et al.3 citations
  49. If CLIP Could Talk: Understanding Vision-Language Model Representations Through Their Preferred Concept Descriptions ↗Reza Esfandiarpoor, Cristina Menghini, Stephen Bach3 citations
  50. Instruction Matters: A Simple yet Effective Task Selection for Optimized Instruction Tuning of Specific Tasks ↗Changho Lee, Janghoon Han, Seonghyeon Ye et al.3 citations
  51. Integrating Argumentation and Hate-Speech-based Techniques for Countering Misinformation ↗Sougata Saha, Rohini Srihari3 citations
  52. InterIntent: Investigating Social Intelligence of LLMs via Intention Understanding in an Interactive Game Context ↗Ziyi Liu, Abhishek Anand, Pei Zhou et al.3 citations
  53. Interpreting Arithmetic Mechanism in Large Language Models through Comparative Neuron Analysis ↗Zeping Yu, Sophia Ananiadou3 citations
  54. Investigating LLMs as Voting Assistants via Contextual Augmentation: A Case Study on the European Parliament Elections 2024 ↗Ilias Chalkidis3 citations
  55. Is Safer Better? The Impact of Guardrails on the Argumentative Strength of LLMs in Hate Speech Countering ↗Helena Bonaldi, Greta Damo, Nicolás Benjamín Ocampo et al.3 citations
  56. Jump Starting Bandits with LLM-Generated Prior Knowledge ↗Parand A. Alamdari, Yanshuai Cao, Kevin H. Wilson3 citations
  57. Knowledge-augmented Financial Market Analysis and Report Generation ↗Yuemin Chen, Feifan Wu, Jingwei Wang et al. · Industry Track3 citations
  58. KorSmishing Explainer: A Korean-centric LLM-based Framework for Smishing Detection and Explanation Generation ↗Yunseung Lee, Daehee Han · Industry Track3 citations
  59. LEMoE: Advanced Mixture of Experts Adaptor for Lifelong Model Editing of Large Language Models ↗Renzhi Wang, Piji Li3 citations
  60. LLoCO: Learning Long Contexts Offline ↗Sijun Tan, Xiuyu Li, Shishir G Patil et al.3 citations
  61. LM2: A Simple Society of Language Models Solves Complex Reasoning ↗Gurusha Juneja, Subhabrata Dutta, Tanmoy Chakraborty3 citations
  62. Large Language Models Are Involuntary Truth-Tellers: Exploiting Fallacy Failure for Jailbreak Attacks ↗Yue Zhou, Henry Peng Zou, Barbara Di Eugenio et al.3 citations
  63. Large Language Models as Foundations for Next-Gen Dense Retrieval: A Comprehensive Empirical Assessment ↗Kun Luo, Minghao Qin, Zheng Liu et al.3 citations
  64. Latent Concept-based Explanation of NLP Models ↗Xuemin Yu, Fahim Dalvi, Nadir Durrani et al.3 citations
  65. Leading Whitespaces of Language Models' Subword Vocabulary Pose a Confound for Calculating Word Probabilities ↗Byung-Doh Oh, William Schuler3 citations
  66. Let's discuss! Quality Dimensions and Annotated Datasets for Computational Argument Quality Assessment ↗Rositsa V Ivanova, Thomas Huber, Christina Niklaus3 citations
  67. Leveraging pre-trained language models for linguistic analysis: A case of argument structure constructions ↗Hakyung Sung, Kristopher Kyle3 citations
  68. Lighthouse: A User-Friendly Library for Reproducible Video Moment Retrieval and Highlight Detection ↗Taichi Nishimura, Shota Nakada, Hokuto Munakata et al. · System Demonstrations3 citations
  69. Locating Information Gaps and Narrative Inconsistencies Across Languages: A Case Study of LGBT People Portrayals on Wikipedia ↗Farhan Samir, Chan Young Park, Anjalie Field et al.3 citations
  70. MAR: Matching-Augmented Reasoning for Enhancing Visual-based Entity Question Answering ↗Zhengxuan Zhang, Yin Wu, Yuyu Luo et al.3 citations
  71. MARE: Multi-Aspect Rationale Extractor on Unsupervised Rationale Extraction ↗Han Jiang, Junwen Duan, Zhe Qu et al.3 citations
  72. MATSA: Multi-Agent Table Structure Attribution ↗Puneet Mathur, Alexa Siu, Nedim Lipka et al. · System Demonstrations3 citations
  73. Mathador-LM: A Dynamic Benchmark for Mathematical Reasoning on Large Language Models ↗Eldar Kurtic, Amir Moeini, Dan Alistarh3 citations
  74. MedReadMe: A Systematic Study for Fine-grained Sentence Readability in Medical Domain ↗Chao Jiang, Wei Xu3 citations
  75. Memory-Efficient Fine-Tuning of Transformers via Token Selection ↗Antoine Simoulin, Namyong Park, Xiaoyi Liu et al.3 citations
  76. Mitigating Matthew Effect: Multi-Hypergraph Boosted Multi-Interest Self-Supervised Learning for Conversational Recommendation ↗Yongsen Zheng, Ruilin Xu, Guohua Wang et al.3 citations
  77. Mitigating the Language Mismatch and Repetition Issues in LLM-based Machine Translation via Model Editing ↗Weichuan Wang, Zhaoyi Li, Defu Lian et al.3 citations
  78. Mixture-of-Skills: Learning to Optimize Data Usage for Fine-Tuning Large Language Models ↗Minghao Wu, Thuy-Trang Vu, Lizhen Qu et al.3 citations
  79. Model Balancing Helps Low-data Training and Fine-tuning ↗Zihang Liu, Yuanzhe Hu, Tianyu Pang et al.3 citations
  80. Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model ↗Wenqi Zhang, Zhenglin Cheng, Yuanyu He et al.3 citations
  81. On the Proper Treatment of Tokenization in PsycholinguisticsMario Giulianelli, Luca Malagutti, Juan Luis Gastaldi et al.3 citations · our summary
  82. On the Universal Truthfulness Hyperplane Inside LLMs ↗Junteng Liu, Shiqi Chen, Yu Cheng et al.3 citations
  83. Ontologically Faithful Generation of Non-Player Character Dialogues ↗Nathaniel Weir, Ryan Thomas, Randolph d'Amore et al.3 citations
  84. PALM: Few-Shot Prompt Learning for Audio Language Models ↗Asif Hanif, Maha Tufail Agro, Mohammad Areeb Qazi et al.3 citations
  85. Parameter-Efficient Sparsity Crafting from Dense to Mixture-of-Experts for Instruction Tuning on General Tasks ↗Haoyuan Wu, Haisheng Zheng, Zhuolun He et al.3 citations
  86. Position Engineering: Boosting Large Language Models through Positional Information Manipulation ↗Zhiyuan He, Huiqiang Jiang, Zilong Wang et al.3 citations
  87. Pragmatic Norms Are All You Need – Why The Symbol Grounding Problem Does Not Apply to LLMs ↗Reto Gubelmann3 citations
  88. Pretraining and Finetuning Language Models on Geospatial Networks for Accurate Address Matching ↗Saket Maheshwary, Arpan Paul, Saurabh Sohoney · Industry Track3 citations
  89. Prompts have evil twins ↗Rimon Melamed, Lucas Hurley McCabe, Tanay Wakhare et al.3 citations
  90. RA2FD: Distilling Faithfulness into Efficient Dialogue Systems ↗Zhiyuan Zhu, Yusheng Liao, Chenxin Xu et al.3 citations
  91. RAFT: Realistic Attacks to Fool Text Detectors ↗James Liyuan Wang, Ran Li, Junfeng Yang et al.3 citations
  92. RECANTFormer: Referring Expression Comprehension with Varying Numbers of Targets ↗Bhathiya Hemanthage, Hakan Bilen, Phil Bartie et al.3 citations
  93. RETAIN: Interactive Tool for Regression Testing Guided LLM Migration ↗Tanay Dixit, Daniel Lee, Sally Fang et al. · System Demonstrations3 citations
  94. RRADistill: Distilling LLMs' Passage Ranking Ability for Long-Tail Queries Document Re-Ranking on a Search Engine ↗Nayoung Choi, Youngjune Lee, Gyu-Hwung Cho et al. · Industry Track3 citations
  95. Read Anywhere Pointed: Layout-aware GUI Screen Reading with Tree-of-Lens Grounding ↗Yue Fan, Lei Ding, Ching-Chen Kuo et al.3 citations
  96. Reconstruct Your Previous Conversations! Comprehensively Investigating Privacy Leakage Risks in Conversations with GPT Models ↗Junjie Chu, Zeyang Sha, Michael Backes et al.3 citations
  97. Recurrent Alignment with Hard Attention for Hierarchical Text Rating ↗Chenxi Lin, Ren Jiayu, Guoxiu He et al.3 citations
  98. ReportGPT: Human-in-the-loop Verifiable Table-to-Text Generation ↗Lucas Cecchi, Petr Babkin · Industry Track3 citations
  99. Rethinking Pragmatics in Large Language Models: Towards Open-Ended Evaluation and Preference TuningShengguang Wu, Shusheng Yang, Zhenglun Chen et al.3 citations · our summary
  100. Rethinking Pruning Large Language Models: Benefits and Pitfalls of Reconstruction Error Minimization ↗Sungbin Shin, Wonpyo Park, Jaeho Lee et al.3 citations

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