EMNLP

LearnLens: LLM-Enabled Personalised, Curriculum-Grounded Feedback with Educators in the Loop

Runcong Zhao, Artem Bobrov, Jiazheng Li, Cesare Aloisi, Yulan He

机构 * King’s College London（伦敦国王学院） ； AQA 纠错

Comments EMNLP 2025

HEAL: An Empirical Study on Hallucinations in Embodied Agents Driven by Large Language Models

Trishna Chakraborty, Udita Ghosh, Xiaopan Zhang, Fahim Faisal Niloy, Yue Dong, Jiachen Li, Amit K. Roy-Chowdhury, Chengyu Song

机构 * University of California, Riverside（加州大学河滨分校） 纠错

Comments Accepted by EMNLP 2025 Findings

A Survey of Multilingual Reasoning in Language Models

Akash Ghosh, Debayan Datta, Sriparna Saha, Chirag Agarwal

机构 * Indian Institute of Technology Patna（印度理工学院帕纳巴分校） ； University of Virginia（弗吉尼亚大学） 纠错

Comments EMNLP Findings 2025

AFRIDOC-MT: Document-level MT Corpus for African Languages

Jesujoba O. Alabi, Israel Abebe Azime, Miaoran Zhang, Cristina España-Bonet, Rachel Bawden, Dawei Zhu, David Ifeoluwa Adelani, Clement Oyeleke Odoje, Idris Akinade, Iffat Maab, Davis David, Shamsuddeen Hassan Muhammad, Neo Putini, David O. Ademuyiwa, Andrew Caines, Dietrich Klakow

机构 * Masakhane NLP ； Saarland University（萨尔兰大学） ； DFKI GmbH ； Barcelona Supercomputing Center（巴塞罗那超级计算中心） ； Inria（法国国家信息与自动化技术研究院） ； Mila, McGill University & Canada CIFAR AI Chair（Mila，麦吉尔大学及加拿大CIFAR人工智能主席） ； University of Ibadan（伊巴丹大学） ； National Institute of Informatics, Japan（日本国立信息研究所） ； Selcom Tanzania（坦桑尼亚Selcom） ； Imperial College London（伦敦帝国理工学院） ； University of KwaZulu-Natal（南非夸祖鲁-纳塔尔大学） ； Loughborough University（洛桑大学） ； University of Cambridge（剑桥大学） 纠错

Comments EMNLP 2025

CiteBART: Learning to Generate Citations for Local Citation Recommendation

Ege Yiğit Çelik, Selma Tekir

机构 * Computer Engineering Department（计算机工程系） 纠错

Comments This paper has been accepted to the EMNLP 2025 Main Conference. (19 pages, 3 figures, 11 tables)

Taming Text-to-Image Synthesis for Novices: User-centric Prompt Generation via Multi-turn Guidance

Yilun Liu, Minggui He, Feiyu Yao, Yuhe Ji, Shimin Tao, Jingzhou Du, Duan Li, Jian Gao, Li Zhang, Hao Yang, Boxing Chen, Osamu Yoshie

Comments Accepted by EMNLP 2025 main

Cross-Modal Safety Alignment: Is textual unlearning all you need?

Trishna Chakraborty, Erfan Shayegani, Zikui Cai, Nael Abu-Ghazaleh, M. Salman Asif, Yue Dong, Amit K. Roy-Chowdhury, Chengyu Song

机构 * University of California, Riverside（加州大学河滨分校） 纠错

Comments Accepted by EMNLP 2024 Findings

Culturally-Aware Conversations: A Framework & Benchmark for LLMs

Shreya Havaldar, Sunny Rai, Young-Min Cho, Lyle Ungar

机构 * University of Pennsylvania（宾夕法尼亚大学） 纠错

Comments To appear at the 4th HCI + NLP Workshop @ EMNLP

Saten: Sparse Augmented Tensor Networks for Post-Training Compression of Large Language Models

Ryan Solgi, Kai Zhen, Rupak Vignesh Swaminathan, Nathan Susanj, Athanasios Mouchtaris, Siegfried Kunzmann, Zheng Zhang

机构 * University of California-Santa Barbara（加州大学圣巴巴拉分校） ； Amazon（亚马逊） 纠错

Comments Accepted to EMNLP 2025

FOSSIL: Harnessing Feedback on Suboptimal Samples for Data-Efficient Generalisation with Imitation Learning for Embodied Vision-and-Language Tasks

Sabrina McCallum, Amit Parekh, Alessandro Suglia

机构 * University of Edinburgh（爱丁堡大学） ； Heriot-Watt University（赫瑞思-瓦特大学） 纠错

Comments EMNLP 2025 Findings

Attacks by Content: Automated Fact-checking is an AI Security Issue

Michael Schlichtkrull

机构 * School of Electronic Engineering and Computer Science（电子工程与计算机科学学院） ； Queen Mary University of London（伦敦女王学院） 纠错

Comments Accepted to EMNLP 2025

XQuant: Achieving Ultra-Low Bit KV Cache Quantization with Cross-Layer Compression

Haoqi Yang, Yao Yao, Zuchao Li, Baoyuan Qi, Guoming Liu, Hai Zhao

机构 * School of Artificial Intelligence, Wuhan University（武汉大学人工智能学院） ； School of Computer Science, Wuhan University（武汉大学计算机学院） ； School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机学院） ； Xiaomi Inc.（小米公司） 纠错

Comments To be published in The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025)

Discursive Circuits: How Do Language Models Understand Discourse Relations?

Yisong Miao, Min-Yen Kan

机构 * Web IR / NLP Group (WING)（网络信息检索与自然语言处理组） 纠错

Comments Accepted to EMNLP 2025 (Main Conference); 9 pages, 8 figures, 5 tables (20 pages, 12 figures, 14 tables including references and appendices)

SocioBench: Modeling Human Behavior in Sociological Surveys with Large Language Models

Jia Wang, Ziyu Zhao, Tingjuntao Ni, Zhongyu Wei

Comments Accepted by EMNLP 2025

COCO-Tree: Compositional Hierarchical Concept Trees for Enhanced Reasoning in Vision Language Models

Sanchit Sinha, Guangzhi Xiong, Aidong Zhang

机构 * University of Virginia（弗吉尼亚大学） 纠错

Comments EMNLP 2025 (main)

Toward Human-Centered Readability Evaluation

Bahar İlgen, Georges Hattab

机构 * Center for Artificial Intelligence in Public Health Research (ZKI-PH)（公共健康研究中的人工智能研究中心） ； Robert Koch Institute（罗伯特· Koch 研究所） ； Department of Mathematics and Computer Science（数学与计算机科学系） 纠错

Comments Accepted to the 4th Workshop on Bridging Human-Computer Interaction and NLP (HCI+NLP) at EMNLP 2025, Suzhou, China

Unlocking LLM Safeguards for Low-Resource Languages via Reasoning and Alignment with Minimal Training Data

Zhuowei Chen, Bowei Zhang, Nankai Lin, Tian Hou, Lianxi Wang

机构 * Guangdong University of Foreign Studies（广东外语外贸大学） ； Guangzhou Key Laboratory of Multilingual Intelligent Processing（广州多语智能处理重点实验室） ； University of Pittsburgh（匹兹堡大学） 纠错

Comments Accepted to MRL Workshop at EMNLP 2025

BitMar: Low-Bit Multimodal Fusion with Episodic Memory for Edge Devices

Euhid Aman, Esteban Carlin, Hsing-Kuo Pao, Giovanni Beltrame, Ghaluh Indah Permata Sari, Yie-Tarng Chen

机构 * NTUST（国立台湾科技大学） ； Polytechnique Montréal（蒙特利尔理工学院） 纠错

Comments 6 pages, BabyLM Workshop, EMNLP 2025

NIM: Neuro-symbolic Ideographic Metalanguage for Inclusive Communication

Prawaal Sharma, Poonam Goyal, Navneet Goyal, Vidisha Sharma

机构 * Infosys Pune, Maharashtra, India（印度马哈拉施特拉邦皮内斯的英仕思公司） ； BITS Pilani Pilani, Rajasthan, India（印度拉贾斯坦邦皮内斯的比斯-皮兰学院） ； BITS Pilani Goa, India（印度果阿的比斯-皮兰学院） 纠错

Comments 9 pages, EMNLP Findings 2025

STEAM: A Semantic-Level Knowledge Editing Framework for Large Language Models

Geunyeong Jeong, Juoh Sun, Seonghee Lee, Harksoo Kim

机构 * Konkuk University（韩国康康大学） 纠错

Comments Accepted to EMNLP 2025 (Findings)

Formalizing Style in Personal Narratives

Gustave Cortal, Alain Finkel

Journal ref Empirical Methods in Natural Language Processing (EMNLP 2025), Nov 2025, Suzhou, China

DrDiff: Dynamic Routing Diffusion with Hierarchical Attention for Breaking the Efficiency-Quality Trade-off

Jusheng Zhang, Yijia Fan, Kaitong Cai, Zimeng Huang, Xiaofei Sun, Jian Wang, Chengpei Tang, Keze Wang

Comments Accepted 2025 EMNLP (MainConference)

Talk Less, Call Right: Enhancing Role-Play LLM Agents with Automatic Prompt Optimization and Role Prompting

Saksorn Ruangtanusak, Pittawat Taveekitworachai, Kunat Pipatanakul

机构 * SCBX R&D（SCBX研发部） ； SCB 10X R&D（SCB 10X研发部） 纠错

Comments EMNLP 2025 Wordplay Workshop (Spotlight)

The Enemy from Within: A Study of Political Delegitimization Discourse in Israeli Political Speech

Naama Rivlin-Angert, Guy Mor-Lan

Comments EMNLP 2025

MRFD: Multi-Region Fusion Decoding with Self-Consistency for Mitigating Hallucinations in LVLMs

Haonan Ge, Yiwei Wang, Ming-Hsuan Yang, Yujun Cai

机构 * Department of Computer Science and Engineering, University of California at Merced（计算机科学与工程系，加州大学默塞德分校） 纠错

Comments EMNLP 2025

PhoniTale: Phonologically Grounded Mnemonic Generation for Typologically Distant Language Pairs

Sana Kang, Myeongseok Gwon, Su Young Kwon, Jaewook Lee, Andrew Lan, Bhiksha Raj, Rita Singh

机构 * KAIST（韩国科学技术院） ； University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

Comments Accepted to EMNLP 2025 Main Conference

MFTCXplain: A Multilingual Benchmark Dataset for Evaluating the Moral Reasoning of LLMs through Multi-hop Hate Speech Explanation

Jackson Trager, Francielle Vargas, Diego Alves, Matteo Guida, Mikel K. Ngueajio, Ameeta Agrawal, Yalda Daryani, Farzan Karimi-Malekabadi, Flor Miriam Plaza-del-Arco

机构 * University of Southern California（南加州大学） ； São Paulo State University（圣保罗州立大学） ； Saarland University（萨尔兰大学） ； University of Melbourne（墨尔本大学） ； Howard University（霍华德大学） ； Portland State University（波特兰州立大学） ； Leiden University（莱顿大学） 纠错

Comments Jackson Trager and Francielle Vargas contributed equally

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2025

Are Language Models Consequentialist or Deontological Moral Reasoners?

Keenan Samway, Max Kleiman-Weiner, David Guzman Piedrahita, Rada Mihalcea, Bernhard Schölkopf, Zhijing Jin

机构 * Max Planck Institute for Intelligent Systems（马克斯·普朗克智能系统研究所） ； University of Washington（华盛顿大学） ； University of Zürich（苏黎世大学） ； University of Michigan（密歇根大学） ； University of Toronto（多伦多大学） ； Vector Institute（向量研究所） 纠错

Comments EMNLP 2025

TCP: a Benchmark for Temporal Constraint-Based Planning

Zifeng Ding, Sikuan Yan, Zhangdie Yuan, Xianglong Hu, Fangru Lin, Andreas Vlachos

机构 * University of Cambridge（剑桥大学） ； LMU Munich（慕尼黑大学） ； Amazon（亚马逊公司） ； University of Oxford（牛津大学） 纠错

Comments Accepted to EMNLP 2025 main conference

From Problem-Solving to Teaching Problem-Solving: Aligning LLMs with Pedagogy using Reinforcement Learning

David Dinucu-Jianu, Jakub Macina, Nico Daheim, Ido Hakimi, Iryna Gurevych, Mrinmaya Sachan

机构 * Department of Computer Science, ETH Zurich（苏黎世联邦理工学院计算机科学系） ； ETH AI Center（ETH人工智能中心） ； Ubiquitous Knowledge Processing Lab (UKP Lab), Department of Computer Science, Technical University of Darmstadt and National Research Center for Applied Cybersecurity ATHENE, Germany（达姆施塔特技术大学计算机科学系、应用网络安全国家研究中心ATHENE） 纠错

Comments Accepted to EMNLP 2025 Main as an oral presentation. David Dinucu-Jianu and Jakub Macina contributed equally. Code available: https://github.com/eth-lre/PedagogicalRL