EMNLP - arXivDaily 期刊&会议

2503.13222 2025-09-23 cs.CL cs.AI

Can Language Models Follow Multiple Turns of Entangled Instructions?

Chi Han, Xin Liu, Haodong Wang, Shiyang Li, Jingfeng Yang, Haoming Jiang, Zhengyang Wang, Qingyu Yin, Liang Qiu, Changlong Yu, Yifan Gao, Zheng Li, Bing Yin, Jingbo Shang, Heng Ji

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）； University of California San Diego（加州大学圣地亚哥分校）

Comments The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025) Findings

2503.08067 2025-09-23 cs.CL

Context-aware Biases for Length Extrapolation

Ali Veisi, Hamidreza Amirzadeh, Amir Mansourian

Comments Accepted at EMNLP 2025 Main Conference

2503.01830 2025-09-23 cs.CL

From Language to Cognition: How LLMs Outgrow the Human Language Network

Badr AlKhamissi, Greta Tuckute, Yingtian Tang, Taha Binhuraib, Antoine Bosselut, Martin Schrimpf

机构 * EPFL（苏黎世联邦理工学院）； MIT（麻省理工学院）； Georgia Institute of Technology（佐治亚理工学院）

Comments EMNLP 2025. Project Page at https://language-to-cognition.epfl.ch

2502.21059 2025-09-23 cs.CV cs.AI cs.CR cs.LG

FC-Attack: Jailbreaking Multimodal Large Language Models via Auto-Generated Flowcharts

Ziyi Zhang, Zhen Sun, Zongmin Zhang, Jihui Guo, Xinlei He

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））

Comments Accepted to Findings of EMNLP 2025

2502.19074 2025-09-23 cs.CL

Improving the quality of Web-mined Parallel Corpora of Low-Resource Languages using Debiasing Heuristics

Aloka Fernando, Nisansa de Silva, Menan Velyuthan, Charitha Rathnayake, Surangika Ranathunga

机构 * Dept. of Computer Science and Engineering, University of Moratuwa（moratuwa大学计算机科学与工程系）； School of Mathematical and Computational Sciences, Massey University（massey大学数学与计算科学学院）

Comments EMNLP 2025 Camera-ready version

2502.16989 2025-09-23 cs.CL

All-in-one: Understanding and Generation in Multimodal Reasoning with the MAIA Benchmark

Davide Testa, Giovanni Bonetta, Raffaella Bernardi, Alessandro Bondielli, Alessandro Lenci, Alessio Miaschi, Lucia Passaro, Bernardo Magnini

机构 * Università di Roma La Sapienza（罗马La Sapienza大学）； Fondazione Bruno Kessler (FBK)（布鲁诺·凯斯勒基金会）； Free University of Bozen-Bolzano（博兹纳-博尔扎诺自由大学）； Dept. of Computer Science, University of Pisa（比萨大学计算机科学系）； CoLing Lab, Dept. of Philology, Literature and Linguistics, University of Pisa（比萨大学语言学、文学与语言学系CoLing实验室）； Istituto di Linguistica Computazionale "A. Zampolli" (CNR-ILC), ItaliaNLP Lab, Pisa（A. Zampolli计算语言学研究所（CNR-ILC），意大利NLP实验室，比萨）

Comments Accepted at Findings of EMNLP 2025

2502.15361 2025-09-23 cs.CL cs.AI

Does Reasoning Introduce Bias? A Study of Social Bias Evaluation and Mitigation in LLM Reasoning

Xuyang Wu, Jinming Nian, Ting-Ruen Wei, Zhiqiang Tao, Hsin-Tai Wu, Yi Fang

机构 * Santa Clara University（圣克拉拉大学）； Rochester Institute of Technology（罗切斯特理工学院）； Docomo Innovations（Docomo创新）

Comments EMNLP Findings

2502.12970 2025-09-23 cs.CL

Reasoning-to-Defend: Safety-Aware Reasoning Can Defend Large Language Models from Jailbreaking

Junda Zhu, Lingyong Yan, Shuaiqiang Wang, Dawei Yin, Lei Sha

机构 * Beihang University（北京航空航天大学）； Baidu Inc.（百度公司）； Zhongguancun Laboratory（中关村实验室）

Comments EMNLP 2025

2502.12459 2025-09-23 cs.CL cs.AI cs.LG

Large Language Models Badly Generalize across Option Length, Problem Types, and Irrelevant Noun Replacements

Guangxiang Zhao, Saier Hu, Xiaoqi Jian, Jinzhu Wu, Yuhan Wu, Change Jia, Lin Sun, Xiangzheng Zhang

机构 * Qiyuan Tech（奇源科技）； Zhinao（360智脑）； Peking University（北京大学）

Comments EMNLP 2025 Main Conference

2502.12289 2025-09-23 cs.CL

Evaluating Step-by-step Reasoning Traces: A Survey

Jinu Lee, Julia Hockenmaier

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）

Comments EMNLP 2025 Findings

2502.11114 2025-09-23 cs.CL

Beyond Pairwise: Global Zero-shot Temporal Graph Generation

Alon Eirew, Kfir Bar, Ido Dagan

机构 * Computer Science Department, Bar-Ilan University（巴伊兰大学计算机科学系）； Efi Arazi School of Computer Science, Reichman University（里奇曼大学埃菲·阿拉兹计算机科学学院）

Comments Accepted to the main track of EMNLP 2025

2502.08550 2025-09-23 cs.CL cs.AI

No Need for Explanations: LLMs can implicitly learn from mistakes in-context

Lisa Alazraki, Maximilian Mozes, Jon Ander Campos, Tan Yi-Chern, Marek Rei, Max Bartolo

机构 * Imperial College London（伦敦帝国学院）； Cohere

Comments EMNLP 2025

2502.00085 2025-09-23 cs.CL

Efficient Beam Search for Large Language Models Using Trie-Based Decoding

Brian J Chan, MaoXun Huang, Jui-Hung Cheng, Chao-Ting Chen, Hen-Hsen Huang

机构 * Department of Computer Science, National Chengchi University（国立成功大学计算机科学系）； Department of Computer Science, Cornell University（康奈尔大学计算机科学系）； Institute of Information Science, Academia Sinica（中华科学研究院资讯研究所）

Comments 13 pages, accepted as a main conference paper at EMNLP 2025

2412.16686 2025-09-23 cs.CL

NILE: Internal Consistency Alignment in Large Language Models

Minda Hu, Qiyuan Zhang, Yufei Wang, Bowei He, Hongru Wang, Jingyan Zhou, Liangyou Li, Yasheng Wang, Chen Ma, Irwin King

机构 * The Chinese University of Hong Kong（香港中文大学）； City University of Hong Kong（香港城市大学）； Huawei Noah’s Ark Lab（华为诺亚实验室）； University of Edinburgh（爱丁堡大学）

Comments This work has been accepted by EMNLP 2025

2411.03823 2025-09-23 cs.CV cs.AI cs.CL cs.MM

Both Text and Images Leaked! A Systematic Analysis of Data Contamination in Multimodal LLM

Dingjie Song, Sicheng Lai, Mingxuan Wang, Shunian Chen, Lichao Sun, Benyou Wang

机构 * Lehigh University（莱维大学）； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））

Comments Accepted to EMNLP 2025 Findings

2410.21508 2025-09-23 cs.CL cs.AI

Group-SAE: Efficient Training of Sparse Autoencoders for Large Language Models via Layer Groups

Davide Ghilardi, Federico Belotti, Marco Molinari, Tao Ma, Matteo Palmonari

机构 * University of Milan-Bicocca（米兰-比科卡大学）； London School of Economics（伦敦经济学院）

Comments Accepted version at EMNLP'25

2409.00399 2025-09-23 cs.CL cs.CR

Rethinking Backdoor Detection Evaluation for Language Models

Jun Yan, Wenjie Jacky Mo, Xiang Ren, Robin Jia

机构 * University of Southern California（南加州大学）； University of California, Davis（加州大学戴维斯分校）

Comments Accepted to EMNLP 2025

2406.17974 2025-09-23 cs.CL cs.CV

Evaluating Fairness in Large Vision-Language Models Across Diverse Demographic Attributes and Prompts

Xuyang Wu, Yuan Wang, Hsin-Tai Wu, Zhiqiang Tao, Yi Fang

机构 * Santa Clara University（圣克拉拉大学）； DOCOMO Innovations, Inc.（DOCOMO创新公司）； Rochester Institute of Technology（罗切斯特理工学院）

Comments EMNLP Findings

2404.17785 2025-09-23 cs.CL

Temporal Scaling Law for Large Language Models

Yizhe Xiong, Xiansheng Chen, Xin Ye, Hui Chen, Zijia Lin, Haoran Lian, Zhenpeng Su, Wei Huang, Jianwei Niu, Jungong Han, Guiguang Ding

机构 * School of Software, Tsinghua University（清华大学软件学院）； BNRist, Tsinghua University（清华大学BNRist）； Kuaishou Technology（快手科技）； Beihang University（北航）； University of Chinese Academy of Sciences（中国科学院大学）； School of Computer Science, BUPT（北京邮电大学计算机科学学院）； Department of Automation, Tsinghua University（清华大学自动化系）

Comments Accepted by EMNLP'25 Main Conference (Oral presentation), Camera-ready version

2509.16534 2025-09-23 cs.CL cs.AI

InteGround: On the Evaluation of Verification and Retrieval Planning in Integrative Grounding

Cheng Jiayang, Qianqian Zhuang, Haoran Li, Chunkit Chan, Xin Liu, Lin Qiu, Yangqiu Song

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学）； Shanghai Jiaotong University（上海交通大学）

Comments Accepted to EMNLP 2025 Findings

2509.16533 2025-09-23 cs.CL

Challenging the Evaluator: LLM Sycophancy Under User Rebuttal

Sungwon Kim, Daniel Khashabi

机构 * Johns Hopkins University（约翰霍普金斯大学）

Comments Accepted to EMNLP 2025 Findings

2509.16531 2025-09-23 cs.CL

Leveraging Multilingual Training for Authorship Representation: Enhancing Generalization across Languages and Domains

Junghwan Kim, Haotian Zhang, David Jurgens

机构 * University of Michigan（密歇根大学）

Comments Accepted to EMNLP 2025

2509.16517 2025-09-23 cs.CV cs.AI cs.CL cs.MM

Seeing Culture: A Benchmark for Visual Reasoning and Grounding

Burak Satar, Zhixin Ma, Patrick A. Irawan, Wilfried A. Mulyawan, Jing Jiang, Ee-Peng Lim, Chong-Wah Ngo

机构 * Singapore Management University（新加坡管理大学）； Bandung Institute of Technology（班达理工大学）

Comments Accepted to EMNLP 2025 Main Conference, https://seeingculture-benchmark.github.io/

2509.16475 2025-09-23 cs.LG cs.CL

Towards Universal Debiasing for Language Models-based Tabular Data Generation

Tianchun Li, Tianci Liu, Xingchen Wang, Rongzhe Wei, Pan Li, Lu Su, Jing Gao

机构 * Purdue University（普渡大学）； Georgia Institute of Technology（佐治亚理工学院）

Comments EMNLP 2025 Findings

2509.16457 2025-09-23 cs.CL cs.AI cs.CY

Implicit Behavioral Alignment of Language Agents in High-Stakes Crowd Simulations

Yunzhe Wang, Gale M. Lucas, Burcin Becerik-Gerber, Volkan Ustun

机构 * University of Southern California（南加州大学）； USC Institute for Creative Technologies（USC创意技术研究所）

Comments Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025), Main Conference

2509.16442 2025-09-23 cs.IR cs.CL

Evaluating the Effectiveness and Scalability of LLM-Based Data Augmentation for Retrieval

Pranjal A. Chitale, Bishal Santra, Yashoteja Prabhu, Amit Sharma

机构 * Microsoft Research India（微软研究院印度分部）

Comments EMNLP 2025 (MAIN Conference)

2509.16438 2025-09-23 cs.CV cs.CL

AutoArabic: A Three-Stage Framework for Localizing Video-Text Retrieval Benchmarks

Mohamed Eltahir, Osamah Sarraj, Abdulrahman Alfrihidi, Taha Alshatiri, Mohammed Khurd, Mohammed Bremoo, Tanveer Hussain

Comments Accepted at ArabicNLP 2025 (EMNLP 2025 workshop)

2509.16400 2025-09-23 cs.CL cs.CY

'Rich Dad, Poor Lad': How do Large Language Models Contextualize Socioeconomic Factors in College Admission ?

Huy Nghiem, Phuong-Anh Nguyen-Le, John Prindle, Rachel Rudinger, Hal Daumé

机构 * University of Maryland（马里兰大学）； University of Southern California（南加州大学）

Comments EMNLP 2025, ver 1, 35 pages

2509.16394 2025-09-23 cs.CL cs.AI cs.HC

Evaluating Behavioral Alignment in Conflict Dialogue: A Multi-Dimensional Comparison of LLM Agents and Humans

Deuksin Kwon, Kaleen Shrestha, Bin Han, Elena Hayoung Lee, Gale Lucas

机构 * University of Southern California（南加州大学）； USC for Institute of Creative Technologies（南加州大学创意技术研究所）

Comments Accepted to EMNLP 2025 (Main Conference)

2509.16375 2025-09-23 cs.CL

Whisper-UT: A Unified Translation Framework for Speech and Text

Cihan Xiao, Matthew Wiesner, Debashish Chakraborty, Reno Kriz, Keith Cunningham, Kenton Murray, Kevin Duh, Luis Tavarez-Arce, Paul McNamee, Sanjeev Khudanpur

机构 * Center for Language and Speech Processing, Johns Hopkins University（语言与语音处理中心，约翰霍普金斯大学）； Human Language Technology Center of Excellence, Johns Hopkins University（人类语言技术卓越中心，约翰霍普金斯大学）； Georgetown University（乔治城大学）

Comments EMNLP 2025 Main Conference