ACL

Refining Salience-Aware Sparse Fine-Tuning Strategies for Language Models

Xinxin Liu, Aaron Thomas, Cheng Zhang, Jianyi Cheng, Yiren Zhao, Xitong Gao

机构 * Southern University of Science and Technology（南方科技大学） ； Shenzhen Institutes of Advanced Technology, CAS（深圳先进技术研究院） ； University of Birmingham（伯明翰大学） ； Imperial College London（伦敦帝国理工学院） ； University of Edinburgh（爱丁堡大学） ； Shenzhen University of Advanced Technology（深圳大学） 纠错

Comments ACL 2025

ShifCon: Enhancing Non-Dominant Language Capabilities with a Shift-based Multilingual Contrastive Framework

Hengyuan Zhang, Chenming Shang, Sizhe Wang, Dongdong Zhang, Yiyao Yu, Feng Yao, Renliang Sun, Yujiu Yang, Furu Wei

机构 * Tsinghua University（清华大学） ； Microsoft（微软） ； University of Southern California（南加州大学） ； University of California, San Diego（加州大学圣地亚哥分校） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

Comments Accepted by ACL 2025

Federated Data-Efficient Instruction Tuning for Large Language Models

Zhen Qin, Zhaomin Wu, Bingsheng He, Shuiguang Deng

机构 * Zhejiang University（浙江大学） ； National University of Singapore（新加坡国立大学） 纠错

Comments Accepted to ACL 2025 (Findings)

A Survey on Patent Analysis: From NLP to Multimodal AI

Homaira Huda Shomee, Zhu Wang, Sathya N. Ravi, Sourav Medya

机构 * Department of Computer Science, University of Illinois Chicago（计算机科学系，伊利诺伊大学芝加哥分校） 纠错

Comments Accepted to ACL 2025, title as A Survey on Patent Analysis: From NLP to Multimodal AI

Maximal Matching Matters: Preventing Representation Collapse for Robust Cross-Modal Retrieval

Hani Alomari, Anushka Sivakumar, Andrew Zhang, Chris Thomas

机构 * Virginia Tech（弗吉尼亚理工大学） 纠错

Comments Accepted at the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025 Main)

skLEP: A Slovak General Language Understanding Benchmark

Marek Šuppa, Andrej Ridzik, Daniel Hládek, Tomáš Javůrek, Viktória Ondrejová, Kristína Sásiková, Martin Tamajka, Marián Šimko

Comments ACL 2025 Findings

Prompting with Phonemes: Enhancing LLMs' Multilinguality for Non-Latin Script Languages

Hoang H Nguyen, Khyati Mahajan, Vikas Yadav, Julian Salazar, Philip S. Yu, Masoud Hashemi, Rishabh Maheshwary

机构 * University of Illinois at Chicago（伊利诺伊大学芝加哥分校） ； ServiceNow ； Google DeepMind（谷歌DeepMind） 纠错

Comments Accepted to NAACL 2025 (Main Conference). This version contains minor improvements to the camera-ready

Journal ref Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)

Detecting Referring Expressions in Visually Grounded Dialogue with Autoregressive Language Models

Bram Willemsen, Gabriel Skantze

机构 * Division of Speech, Music and Hearing（语音、音乐和听觉系） ； KTH Royal Institute of Technology（皇家理工学院） 纠错

Comments Accepted for publication at XLLM @ ACL 2025

Agent-RewardBench: Towards a Unified Benchmark for Reward Modeling across Perception, Planning, and Safety in Real-World Multimodal Agents

Tianyi Men, Zhuoran Jin, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao

机构 * The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences（认知与决策智能复杂系统重点实验室，自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（人工智能学院，中国科学院大学） 纠错

Comments ACL 2025 Main

A Semi-supervised Scalable Unified Framework for E-commerce Query Classification

Chunyuan Yuan, Chong Zhang, Zheng Fang, Ming Pang, Xue Jiang, Changping Peng, Zhangang Lin, Ching Law

Comments Accepted by ACL 2025

Privacy Ripple Effects from Adding or Removing Personal Information in Language Model Training

Jaydeep Borkar, Matthew Jagielski, Katherine Lee, Niloofar Mireshghallah, David A. Smith, Christopher A. Choquette-Choo

机构 * Northeastern University（东北大学） ； Google DeepMind（谷歌DeepMind） ； University of Washington（华盛顿大学） 纠错

Comments Accepted at the Findings of the Association for Computational Linguistics (2025)

SceneGenAgent: Precise Industrial Scene Generation with Coding Agent

Xiao Xia, Dan Zhang, Zibo Liao, Zhenyu Hou, Tianrui Sun, Jing Li, Ling Fu, Yuxiao Dong

Comments Accepted to ACL 2025

A Troublemaker with Contagious Jailbreak Makes Chaos in Honest Towns

Tianyi Men, Pengfei Cao, Zhuoran Jin, Yubo Chen, Kang Liu, Jun Zhao

机构 * The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China（认知与复杂系统决策智能重点实验室，自动化研究所，中国科学院，北京，中国） ； School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China（人工智能学院，中国科学院大学，北京，中国） 纠错

Comments ACL 2025 Main

DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction

Weijieying Ren, Tianxiang Zhao, Lei Wang, Tianchun Wang, Vasant Honavar

机构 * College of Information Sciences and Technology, Pennsylvania State University（信息科学与技术学院，宾夕法尼亚州立大学） 纠错

Journal ref published in ACL 2025

A Spatio-Temporal Point Process for Fine-Grained Modeling of Reading Behavior

Francesco Ignazio Re, Andreas Opedal, Glib Manaiev, Mario Giulianelli, Ryan Cotterell

机构 * ETH Zürich（苏黎世联邦理工学院） ； Max Planck Institute for Intelligent Systems（智能系统马克斯·普朗克研究所） 纠错

Comments ACL 2025

Hybrid AI for Responsive Multi-Turn Online Conversations with Novel Dynamic Routing and Feedback Adaptation

Priyaranjan Pattnayak, Amit Agarwal, Hansa Meghwani, Hitesh Laxmichand Patel, Srikant Panda

机构 * OCI, Oracle America Inc.（Oracle美洲公司） ； OCI, Oracle India（Oracle印度公司） 纠错

Comments Proceedings of the 4th International Workshop on Knowledge Augmented Methods for Natural Language Processing in NAACL 2025, pages 215 to 229, Albuquerque, New Mexico, USA. Association for Computational Linguistics

Journal ref Proceedings of the 4th International Workshop on Knowledge-Augmented Methods for Natural Language Processing (KnowledgeNLP 2025), pp. 215 to 229, Association for Computational Linguistics, Albuquerque, New Mexico, May 2025

CogniBench: A Legal-inspired Framework and Dataset for Assessing Cognitive Faithfulness of Large Language Models

Xiaqiang Tang, Jian Li, Keyu Hu, Du Nan, Xiaolong Li, Xi Zhang, Weigao Sun, Sihong Xie

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Hunyuan AI Digital Human, Tencent（文心一言数字人，腾讯） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

Comments ACL 2025

Computation Mechanism Behind LLM Position Generalization

Chi Han, Heng Ji

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

Comments ACL 2025 Main Long Paper

The Noisy Path from Source to Citation: Measuring How Scholars Engage with Past Research

Hong Chen, Misha Teplitskiy, David Jurgens

机构 * University of Michigan Ann Arbor（密歇根大学安娜堡分校） 纠错

Comments Accepted by ACL 2025

LR^2Bench: Evaluating Long-chain Reflective Reasoning Capabilities of Large Language Models via Constraint Satisfaction Problems

Jianghao Chen, Zhenlin Wei, Zhenjiang Ren, Ziyong Li, Jiajun Zhang

Comments ACL-2025, our code is available at https://github.com/ZNLP/LR2Bench

VAQUUM: Are Vague Quantifiers Grounded in Visual Data?

Hugh Mee Wong, Rick Nouwen, Albert Gatt

机构 * Utrecht University（乌特勒支大学） 纠错

Comments Proceedings of ACL 2025, 10 pages

Ad-hoc Concept Forming in the Game Codenames as a Means for Evaluating Large Language Models

Sherzod Hakimov, Lara Pfennigschmidt, David Schlangen

机构 * Computational Linguistics, Department of Linguistics University of Potsdam（波恩大学语言学系） ； German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心） 纠错

Comments Accepted at GemBench workshop co-located with ACL 2025

Towards Fully Exploiting LLM Internal States to Enhance Knowledge Boundary Perception

Shiyu Ni, Keping Bi, Jiafeng Guo, Lulu Yu, Baolong Bi, Xueqi Cheng

机构 * CAS Key Lab of Network Data Science and Technology, ICT, CAS（中国科学院信息科技研究院网络数据科学与技术重点实验室） ； State Key Laboratory of AI Safety（人工智能安全国家重点实验室） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

Comments ACL2025 Main

Attention Entropy is a Key Factor: An Analysis of Parallel Context Encoding with Full-attention-based Pre-trained Language Models

Zhisong Zhang, Yan Wang, Xinting Huang, Tianqing Fang, Hongming Zhang, Chenlong Deng, Shuaiyi Li, Dong Yu

机构 * Tencent AI Lab（腾讯AI实验室） 纠错

Comments ACL 2025

Doing Good or Doing Right? Exploring the Weakness of Commonsense Causal Reasoning Models

Mingyue Han, Yinglin Wang

Comments ACL2021, Main Conference, Short Paper

Journal ref Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Short Papers), pages 151-157, 2021

CoVE: Compressed Vocabulary Expansion Makes Better LLM-based Recommender Systems

Haochen Zhang, Tianyi Zhang, Junze Yin, Oren Gal, Anshumali Shrivastava, Vladimir Braverman

机构 * Rice University（Rice大学） ； Swarm & AI, University of Haifa（Swarm与AI，海法大学） ； John Hopkins University（约翰霍普金斯大学） 纠错

Comments Accepted by ACL 2025 Findings

GlyphPattern: An Abstract Pattern Recognition Benchmark for Vision-Language Models

Zixuan Wu, Yoolim Kim, Carolyn Jane Anderson

Journal ref Findings of the ACL 2025

MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration

Yucheng Zhou, Lingran Song, Jianbing Shen

Comments ACL 2025 Findings

Correcting Hallucinations in News Summaries: Exploration of Self-Correcting LLM Methods with External Knowledge

Juraj Vladika, Ihsan Soydemir, Florian Matthes

机构 * Technical University of Munich School of Computation, Information and Technology Department of Computer Science（慕尼黑技术大学计算、信息与技术学院计算机科学系） 纠错

Comments Accepted to FEVER @ ACL 2025

Has Machine Translation Evaluation Achieved Human Parity? The Human Reference and the Limits of Progress

Lorenzo Proietti, Stefano Perrella, Roberto Navigli

机构 * Sapienza NLP Group, Sapienza University of Rome（萨皮恩扎大学罗马分校自然语言处理小组） 纠错

Comments Accepted at ACL 2025 Main Conference. 24 pages