ACL

Basic Reading Distillation

Zhi Zhou, Sirui Miao, Xiangyu Duan, Hao Yang, Min Zhang

机构 * School of Computer Science and Technology, Soochow University（苏州大学计算机科学与技术学院） ； Huawei Translation Services Center（华为翻译服务中心） 纠错

Comments Accepted by ACL2025

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods

Wen Huang, Yanmei Gu, Zhiming Wang, Huijia Zhu, Yanmin Qian

机构 * Ant Group, Shanghai, China（蚂蚁集团，上海，中国） 纠错

Comments Published in ACL 2025. Dataset available at: https://github.com/YMLLG/SpeechFake

SDD: Self-Degraded Defense against Malicious Fine-tuning

Zixuan Chen, Weikai Lu, Xin Lin, Ziqian Zeng

机构 * Zixuan Chen（陈子轩） ； Weikai Lu（卢伟凯） ； Xin Lin（林鑫） ； Ziqian Zeng（曾子谦） 纠错

Comments Accepted by ACL2025

FlagEvalMM: A Flexible Framework for Comprehensive Multimodal Model Evaluation

Zheqi He, Yesheng Liu, Jing-shu Zheng, Xuejing Li, Jin-Ge Yao, Bowen Qin, Richeng Xuan, Xi Yang

机构 * BAAI FlagEval Team（BAAI 评测团队） 纠错

Comments Accepted by ACL 2025 Demo

LLAMAPIE: Proactive In-Ear Conversation Assistants

Tuochao Chen, Nicholas Batchelder, Alisa Liu, Noah Smith, Shyamnath Gollakota

机构 * Paul G. Allen School of Computer Science & Engineering, University of Washington（保罗·G·阿伦计算机科学与工程学院，华盛顿大学） ； Allen Institute for Artificial Intelligence（阿伦人工智能研究所） 纠错

Comments Published by ACL2025 (Findings)

Ai2 Scholar QA: Organized Literature Synthesis with Attribution

Amanpreet Singh, Joseph Chee Chang, Chloe Anastasiades, Dany Haddad, Aakanksha Naik, Amber Tanaka, Angele Zamarron, Cecile Nguyen, Jena D. Hwang, Jason Dunkleberger, Matt Latzke, Smita Rao, Jaron Lochner, Rob Evans, Rodney Kinney, Daniel S. Weld, Doug Downey, Sergey Feldman

机构 * Allen Institute for AI（Allen人工智能研究所） 纠错

Comments 7 pages

Journal ref ACL 2025 System Demonstrations pages 513-523 Vienna Austria

Empowering Retrieval-based Conversational Recommendation with Contrasting User Preferences

Heejin Kook, Junyoung Kim, Seongmin Park, Jongwuk Lee

Comments NAACL 2025

Journal ref Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies, pages 7692-7707

When Scale Meets Diversity: Evaluating Language Models on Fine-Grained Multilingual Claim Verification

Hanna Shcharbakova, Tatiana Anikina, Natalia Skachkova, Josef van Genabith

Comments Published at the FEVER Workshop, ACL 2025

Intersectional Bias in Japanese Large Language Models from a Contextualized Perspective

Hitomi Yanaka, Xinqi He, Jie Lu, Namgi Han, Sunjin Oh, Ryoma Kumon, Yuma Matsuoka, Katsuhiko Watabe, Yuko Itatsu

机构 * The University of Tokyo（东京大学） ； Riken（理化学研究所） ； Rikkyo University（立命馆大学） ； Softbank corp.（软银公司） 纠错

Comments Accepted to the 6th Workshop on Gender Bias in Natural Language Processing (GeBNLP2025) at ACL2025

Vuyko Mistral: Adapting LLMs for Low-Resource Dialectal Translation

Roman Kyslyi, Yuliia Maksymiuk, Ihor Pysmennyi

机构 * National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute"（乌克兰国家技术大学 "伊戈尔·西科斯基基土夫技术学院"） ； Ukrainian Catholic University（乌克兰天主教大学） 纠错

Comments Preprint. Will be published at Proceedings of the Fourth Ukrainian Natural Language Processing Workshop (UNLP)

Journal ref Proceedings of the Workshop on Ukrainian Natural Language Processing (UNLP), ACL 2025

Do Language Models Mirror Human Confidence? Exploring Psychological Insights to Address Overconfidence in LLMs

Chenjun Xu, Bingbing Wen, Bin Han, Robert Wolfe, Lucy Lu Wang, Bill Howe

机构 * University of Washington（华盛顿大学） ； Allen Institute for AI（人工智能研究所） 纠错

Comments Accepted by ACL 2025 Findings, 20 pages

Colombian Waitresses y Jueces canadienses: Gender and Country Biases in Occupation Recommendations from LLMs

Elisa Forcada Rodríguez, Olatz Perez-de-Viñaspre, Jon Ander Campos, Dietrich Klakow, Vagrant Gautam

机构 * Erasmus Mundus Master in Language and Communication Technologies（埃拉斯谟 Mundus 语言与沟通技术硕士项目） ； HiTZ Center - Ixa, University of the Basque Country (UPV/EHU)（巴斯克国家大学（UPV/EHU）HiTZ中心 - Ixa） ； Cohere（Cohere公司） ； Saarland University（萨尔兰州大学） 纠错

Comments Workshop on Gender Bias in Natural Language Processing at ACL 2025

In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents

Zhen Tan, Jun Yan, I-Hung Hsu, Rujun Han, Zifeng Wang, Long T. Le, Yiwen Song, Yanfei Chen, Hamid Palangi, George Lee, Anand Iyer, Tianlong Chen, Huan Liu, Chen-Yu Lee, Tomas Pfister

Comments Accepted to ACL 2025

Robust Data Watermarking in Language Models by Injecting Fictitious Knowledge

Xinyue Cui, Johnny Tian-Zheng Wei, Swabha Swayamdipta, Robin Jia

机构 * University of Southern California（南加州大学） 纠错

Comments Accepted to ACL 2025 Findings

FocalPO: Enhancing Preference Optimizing by Focusing on Correct Preference Rankings

Tong Liu, Xiao Yu, Wenxuan Zhou, Jindong Gu, Volker Tresp

Comments ACL 2025

Benchmarking Open-ended Audio Dialogue Understanding for Large Audio-Language Models

Kuofeng Gao, Shu-Tao Xia, Ke Xu, Philip Torr, Jindong Gu

机构 * Tsinghua University（清华大学） ； University of Oxford（牛津大学） ； Peng Cheng Laboratory（鹏城实验室） 纠错

Comments Accepted by ACL 2025

Can You Share Your Story? Modeling Clients' Metacognition and Openness for LLM Therapist Evaluation

Minju Kim, Dongje Yoo, Yeonjun Hwang, Minseok Kang, Namyoung Kim, Minju Gwak, Beong-woo Kwak, Hyungjoo Chae, Harim Kim, Yunjoong Lee, Min Hee Kim, Dayi Jung, Kyong-Mee Chung, Jinyoung Yeo

机构 * Yonsei University（延世大学） ； Eulji University（欧斯吉大学） 纠错

Comments Published at ACL 2025 Findings

Code-Switching and Syntax: A Large-Scale Experiment

Igor Sterner, Simone Teufel

Comments Findings of ACL 2025

Minimal Pair-Based Evaluation of Code-Switching

Igor Sterner, Simone Teufel

Comments ACL 2025

Data Caricatures: On the Representation of African American Language in Pretraining Corpora

Nicholas Deas, Blake Vente, Amith Ananthram, Jessica A. Grieser, Desmond Patton, Shana Kleiner, James Shepard, Kathleen McKeown

机构 * Columbia University, Department of Computer Science（哥伦比亚大学计算机科学系） ； University of Michigan, Department of Linguistics（密歇根大学语言学系） ； University of Pennsylvania, School of Social Policy and Practice, Annenberg School for Communications（宾夕法尼亚大学社会政策与实践学院、安纳伯格通讯学院） ； University of Tennessee, Knoxville, Department of English（田纳西大学基洛纳分校英语系） 纠错

Comments ACL 2025

Do Large Language Models Have an English Accent? Evaluating and Improving the Naturalness of Multilingual LLMs

Yanzhu Guo, Simone Conia, Zelin Zhou, Min Li, Saloni Potdar, Henry Xiao

机构 * Apple（苹果公司） ； Inria Paris（巴黎国家信息与自动化研究所） ； École Polytechnique（巴黎高等理工学院） ； Sapienza University of Rome（罗马萨皮恩扎大学） 纠错

Comments ACL 2025

Exploring Self-Identified Counseling Expertise in Online Support Forums

Allison Lahnala, Yuntian Zhao, Charles Welch, Jonathan K. Kummerfeld, Lawrence An, Kenneth Resnicow, Rada Mihalcea, Verónica Pérez-Rosas

Comments Accepted to Findings of ACL 2021

Journal ref Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021

Objectifying the Subjective: Cognitive Biases in Topic Interpretations

Swapnil Hingmire, Ze Shi Li, Shiyu, Zeng, Ahmed Musa Awon, Luiz Franciscatto Guerra, Neil Ernst

机构 * Mehta Family School of Data Science and Artificial Intelligence, Department of Data Science, Indian Institute of Technology (IIT) Palakkad, Kerala, India（梅塔家庭数据科学与人工智能学院，数据科学系，印度理工学院（IIT）帕拉卡德，凯拉尔，印度） 纠错

Comments Accepted for publication at the Transactions of ACL (TACL) (pre-MIT Press publication version)

REPRO-Bench: Can Agentic AI Systems Assess the Reproducibility of Social Science Research?

Chuxuan Hu, Liyun Zhang, Yeji Lim, Aum Wadhwani, Austin Peters, Daniel Kang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Shanghai Jiao Tong University（上海交通大学） ； University of Chicago（芝加哥大学） 纠错

Comments Accepted to ACL 2025 Findings

Toward Structured Knowledge Reasoning: Contrastive Retrieval-Augmented Generation on Experience

Jiawei Gu, Ziting Xian, Yuanzhen Xie, Ye Liu, Enjie Liu, Ruichao Zhong, Mochi Gao, Yunzhi Tan, Bo Hu, Zang Li

Comments ACL 2025 Findings

Research Community Perspectives on "Intelligence" and Large Language Models

Bertram Højer, Terne Sasha Thorn Jakobsen, Anna Rogers, Stefan Heinrich

机构 * IT University of Copenhagen（丹麦哥本哈根信息技术大学） ； University of Copenhagen（丹麦哥本哈根大学） 纠错

Comments ACL Findings 2025

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

RedactOR: An LLM-Powered Framework for Automatic Clinical Data De-Identification

Praphul Singh, Charlotte Dzialo, Jangwon Kim, Sumana Srivatsa, Irfan Bulu, Sri Gadde, Krishnaram Kenthapadi

机构 * Oracle Health & AI（Oracle健康与人工智能） 纠错

Comments Accepted to ACL 2025 Industry Track. To appear

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation

Aneta Zugecova, Dominik Macko, Ivan Srba, Robert Moro, Jakub Kopal, Katarina Marcincinova, Matus Mesarcik

机构 * Kempelen Institute of Intelligent Technologies（凯普勒智能技术研究所） ； University of Copenhagen（哥本哈根大学） ； Comenius University in Bratislava（布拉迪斯拉瓦科เมนius大学） 纠错

Comments ACL 2025 main

Journal ref Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025 Volume 1: Long Papers)

SynapticRAG: Enhancing Temporal Memory Retrieval in Large Language Models through Synaptic Mechanisms

Yuki Hou, Haruki Tamoto, Qinghua Zhao, Homei Miyashita

机构 * Meiji University（明治大学） ； Kyoto University（京都大学） ； Hefei University（合肥大学） 纠错

Comments Accepted to ACL 2025 Findings

Journal ref Findings of the Association for Computational Linguistics: ACL 2025, pages 20422-20436 (2025)

MultiSocial: Multilingual Benchmark of Machine-Generated Text Detection of Social-Media Texts

Dominik Macko, Jakub Kopal, Robert Moro, Ivan Srba

机构 * Kempelen Institute of Intelligent Technologies（克姆佩尔智能技术研究所） 纠错

Comments ACL 2025 main

Journal ref Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025 Volume 1: Long Papers)