ACL

UnSeenTimeQA: Time-Sensitive Question-Answering Beyond LLMs' Memorization

Md Nayem Uddin, Amir Saeidi, Divij Handa, Agastya Seth, Tran Cao Son, Eduardo Blanco, Steven R. Corman, Chitta Baral

Comments Accepted at ACL 2025 (Main)

Free-text Rationale Generation under Readability Level Control

Yi-Sheng Hsu, Nils Feldhus, Sherzod Hakimov

机构 * German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心） ； Computational Linguistics, Department of Linguistics, Universität Potsdam（波茨坦大学语言学系计算语言学部门） ； Quality and Usability Lab, Technische Universität Berlin（柏林技术大学质量与可用性实验室） ； BIFOLD – Berlin Institute for the Foundations of Learning and Data（柏林学习与数据基础研究院） ； Computer Science Institute, Hochschule Ruhr West（鲁尔西部大学计算机科学研究所） 纠错

Comments ACL 2025 Workshop on Generation, Evaluation, and Metrics (GEM^2)

SignMusketeers: An Efficient Multi-Stream Approach for Sign Language Translation at Scale

Shester Gueuwou, Xiaodan Du, Greg Shakhnarovich, Karen Livescu

机构 * TTI-Chicago（芝加哥技术研究所） 纠错

Comments Accepted to ACL (Findings) 2025

DRAG: Distilling RAG for SLMs from LLMs to Transfer Knowledge and Mitigate Hallucination via Evidence and Graph-based Distillation

Jennifer Chen, Aidar Myrzakhan, Yaxin Luo, Hassaan Muhammad Khan, Sondos Mahmoud Bsharat, Zhiqiang Shen

机构 * VILA Lab（VILA实验室） ； Mohamed bin Zayed University of AI（莫扎伊德·本·泽德人工智能大学） ； McGill University（麦吉尔大学） ； National University of Science and Technology（国家科学与技术大学） 纠错

Comments ACL 2025 Main. Code is available at https://github.com/VILA-Lab/DRAG

DNCASR: End-to-End Training for Speaker-Attributed ASR

Xianrui Zheng, Chao Zhang, Philip C. Woodland

Comments Accepted by ACL 2025 Main Conference

When Should Dense Retrievers Be Updated in Evolving Corpora? Detecting Out-of-Distribution Corpora Using GradNormIR

Dayoon Ko, Jinyoung Kim, Sohyeon Kim, Jinhyuk Kim, Jaehoon Lee, Seonghak Song, Minyoung Lee, Gunhee Kim

机构 * Seoul National University（首尔国立大学） ； POSTECH ； Samsung SDS（三星SDS） 纠错

Comments ACL 2025 Findings

CONFETTI: Conversational Function-Calling Evaluation Through Turn-Level Interactions

Tamer Alkhouli, Katerina Margatina, James Gung, Raphael Shu, Claudia Zaghi, Monica Sunkara, Yi Zhang

Comments ACL 2025 (main conference)

CiteEval: Principle-Driven Citation Evaluation for Source Attribution

Yumo Xu, Peng Qi, Jifan Chen, Kunlun Liu, Rujun Han, Lan Liu, Bonan Min, Vittorio Castelli, Arshit Gupta, Zhiguo Wang

机构 * AWS AI Labs（AWS人工智能实验室） ； Google（谷歌） 纠错

Comments ACL 2025

Read it in Two Steps: Translating Extremely Low-Resource Languages with Code-Augmented Grammar Books

Chen Zhang, Jiuheng Lin, Xiao Liu, Zekai Zhang, Yansong Feng

机构 * Wangxuan Institute of Computer Technology（王轩计算机技术研究所） ； Peking University（北京大学） 纠错

Comments ACL 2025

Tracr-Injection: Distilling Algorithms into Pre-trained Language Models

Tomás Vergara-Browne, Álvaro Soto

机构 * Pontificia Universidad Católica de Chile（天主教智利大学） ； Mila（Mila研究所） ； McGill University（麦吉尔大学） 纠错

Comments ACL Findings 2025

Unveiling the Lack of LVLM Robustness to Fundamental Visual Variations: Why and Path Forward

Zhiyuan Fan, Yumeng Wang, Sandeep Polisetty, Yi R. Fung

机构 * Hong Kong University of Science and Technology（香港理工大学） 纠错

Comments Accepted to ACL 2025 Findings

Completing A Systematic Review in Hours instead of Months with Interactive AI Agents

Rui Qiu, Shijie Chen, Yu Su, Po-Yin Yen, Han-Wei Shen

机构 * The Ohio State University（俄亥俄州立大学） ； Washington University School of Medicine（华盛顿大学医学院） 纠错

Comments Accepted as ACL 2025 (main)

Large Language and Reasoning Models are Shallow Disjunctive Reasoners

Irtaza Khalid, Amir Masoud Nourollah, Steven Schockaert

Comments ACL 2025 main conference

Measuring Data Diversity for Instruction Tuning: A Systematic Analysis and A Reliable Metric

Yuming Yang, Yang Nan, Junjie Ye, Shihan Dou, Xiao Wang, Shuo Li, Huijie Lv, Mingqi Wu, Tao Gui, Qi Zhang, Xuanjing Huang

机构 * College of Computer Science and Artificial Intelligence, Fudan University（复旦大学计算机科学与人工智能学院） ； Institute of Modern Languages and Linguistics, Fudan University（复旦大学现代语言与语言学研究所） ； Institute of Trustworthy Embodied Artificial Intelligence, Fudan University（复旦大学可信具身人工智能研究所） ； Shanghai Collaborative Innovation Center of Intelligent Visual Computing（上海智能视觉计算协同创新中心） 纠错

Comments Accepted at ACL 2025 Main. Camera-ready version updated (20 pages). Project page: https://github.com/UmeanNever/NovelSum

Pitfalls of Scale: Investigating the Inverse Task of Redefinition in Large Language Models

Elena Stringli, Maria Lymperaiou, Giorgos Filandrianos, Athanasios Voulodimos, Giorgos Stamou

机构 * School of Electrical and Computer Engineering, AILS Laboratory（电气与计算机工程学院，AILS实验室） ； National Technical University of Athens（雅典国家技术大学） 纠错

Comments Accepted at Findings of ACL 2025

Improving Factuality with Explicit Working Memory

Mingda Chen, Yang Li, Karthik Padthe, Rulin Shao, Alicia Sun, Luke Zettlemoyer, Gargi Ghosh, Wen-tau Yih

机构 * Meta FAIR 纠错

Comments ACL 2025 Camera Ready

RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models

Hieu Tran, Zonghai Yao, Junda Wang, Yifan Zhang, Zhichao Yang, Hong Yu

机构 * University of Massachusetts, Amherst（马萨诸塞大学阿默斯特分校） ； University of Massachusetts, Lowell（马萨诸塞大学洛厄尔分校） 纠错

Comments Proceedings of ACL 2025 (main track)

Cross-Lingual Transfer of Cultural Knowledge: An Asymmetric Phenomenon

Chen Zhang, Zhiyuan Liao, Yansong Feng

机构 * Wangxuan Institute of Computer Technology（计算机技术研究院） 纠错

Comments ACL 2025

GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion

Sunkyung Lee, Minjin Choi, Eunseong Choi, Hye-young Kim, Jongwuk Lee

机构 * Sungkyunkwan University（全北大学） ； Samsung Research（三星研究） 纠错

Comments ACL 2025 (Main Conference)

AIMSCheck: Leveraging LLMs for AI-Assisted Review of Modern Slavery Statements Across Jurisdictions

Adriana Eufrosina Bora, Akshatha Arodi, Duoyi Zhang, Jordan Bannister, Mirko Bronzi, Arsene Fansi Tchango, Md Abul Bashar, Richi Nayak, Kerrie Mengersen

机构 * Mila - Quebec AI Institute（魁北克AI研究所） ； The Queensland University of Technology（昆士兰科技大学） 纠错

Comments 27 pages, to appear at ACL 2025

Cross-Lingual Generalization and Compression: From Language-Specific to Shared Neurons

Frederick Riemenschneider, Anette Frank

机构 * Department of Computational Linguistics（计算语言学系） ； Heidelberg University（海德堡大学） 纠错

Comments Paper accepted for publication at ACL 2025 Main; 10 pages, 20 figures, 4 tables

Statement-Tuning Enables Efficient Cross-lingual Generalization in Encoder-only Models

Ahmed Elshabrawy, Thanh-Nhi Nguyen, Yeeun Kang, Lihan Feng, Annant Jain, Faadil Abdullah Shaikh, Jonibek Mansurov, Mohamed Fazli Mohamed Imam, Jesus-German Ortiz-Barajas, Rendi Chevi, Alham Fikri Aji

机构 * MBZUAI ； UIT, Vietnam（UIT,越南） ； VNU-HCM ； Yale University（耶鲁大学） ； NYU Shanghai（纽约大学上海分校） ； IIT Bombay（印度理工学院班加罗尔） 纠错

Comments Accepted to ACL 2025 (Findings)

Dictionaries to the Rescue: Cross-Lingual Vocabulary Transfer for Low-Resource Languages Using Bilingual Dictionaries

Haruki Sakajo, Yusuke Ide, Justin Vasselli, Yusuke Sakai, Yingtao Tian, Hidetaka Kamigaito, Taro Watanabe

机构 * Nara Institute of Science and Technology（奈良科学技术大学） ； Sakana AI 纠错

Comments Accepted to ACL 2025 Findings

Representations of Fact, Fiction and Forecast in Large Language Models: Epistemics and Attitudes

Meng Li, Michael Vrazitulis, David Schlangen

机构 * University of Potsdam（波恩大学） 纠错

Comments accepted by ACL 2025 (main)

PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization

Zouying Cao, Runze Wang, Yifei Yang, Xinbei Ma, Xiaoyong Zhu, Bo Zheng, Hai Zhao

Comments 20 pages, 12 figures, 14 tables, ACL'25 Findings

Redundancy, Isotropy, and Intrinsic Dimensionality of Prompt-based Text Embeddings

Hayato Tsukagoshi, Ryohei Sasano

机构 * Graduate School of Informatics, Nagoya University（名古屋大学信息科学研究生院） 纠错

Comments ACL 2025 Findings

Comparing LLM-generated and human-authored news text using formal syntactic theory

Olga Zamaraeva, Dan Flickinger, Francis Bond, Carlos Gómez-Rodríguez

机构 * Universidade da Coruña, CITIC（科鲁尼亚大学，CITIC） ； Palacký University at Olomouc, Department of Asian Studies（奥洛穆茨帕拉茨基大学，亚洲研究系） 纠错

Comments 20 pages, 15 figures, 13 tables; accepted to ACL-2025 main

KokoroChat: A Japanese Psychological Counseling Dialogue Dataset Collected via Role-Playing by Trained Counselors

Zhiyang Qi, Takumasa Kaneko, Keiko Takamizo, Mariko Ukiyo, Michimasa Inaba

机构 * The University of Electro-Communications（电通通讯大学） ； Rapport Technologies, Inc.（Rapport技术公司） ； iDEAR Human Support Service（iDEAR人类支持服务） ； Japanese Organization of Mental Health and Educational Agencies（日本心理健康与教育机构联合会） 纠错

Comments Accepted to ACL 2025 Main Conference

Enhancing Interpretable Image Classification Through LLM Agents and Conditional Concept Bottleneck Models

Yiwen Jiang, Deval Mehta, Wei Feng, Zongyuan Ge

机构 * Faculty of Engineering, Monash University（墨尔本大学工程学院） ； AIM for Health Lab, Faculty of IT, Monash University（墨尔本大学信息科技学院健康人工智能实验室） 纠错

Comments Accepted at ACL 2025 (Main)

An Empirical Study of Group Conformity in Multi-Agent Systems

Min Choi, Keonwoo Kim, Sungwon Chae, Sangyeob Baek

机构 * Kim & Chang AI&IT System Center（金 & Chang AI&IT 系统中心） 纠错

Journal ref ACL 2025 (findings)