ACL

L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models

Hyesung Jeon, Yulhwa Kim, Jae-joon Kim

机构 * Seoul National University（首尔国立大学） ； Sungkyunkwan University（松江大学） 纠错

Comments 9 pages, 4 figures, 3 tables

Journal ref ACL (main) 2025

P3: Prompts Promote Prompting

Xinyu Zhang, Yuanquan Hu, Fangchao Liu, Zhicheng Dou

Comments Accepted to ACL 2025 findings

ASPERA: A Simulated Environment to Evaluate Planning for Complex Action Execution

Alexandru Coca, Mark Gaynor, Zhenxing Zhang, Jianpeng Cheng, Bo-Hsiang Tseng, Pete Boothroyd, Héctor Martinez Alonso, Diarmuid Ó Séaghdha, Anders Johannsen

Comments 37 pages, 22 figures. To appear at ACL 2025

Reviving Cultural Heritage: A Novel Approach for Comprehensive Historical Document Restoration

Yuyi Zhang, Peirong Zhang, Zhenhua Yang, Pengyu Yan, Yongxin Shi, Pengwei Liu, Fengjun Guo, Lianwen Jin

机构 * South China University of Technology（南方科技大学） ； Intsig Information Co., Ltd.（Intsig信息有限公司） ； INTSIG-SCUT Joint Lab on Document Analysis and Recognition（INTSIG-SCUT文档分析与识别联合实验室） ； SCUT-Zhuhai Institute of Modern Industrial Innovation（南方科技大学珠海现代工业创新研究院） 纠错

Journal ref ACL 2025 main

On Entity Identification in Language Models

Masaki Sakata, Benjamin Heinzerling, Sho Yokoi, Takumi Ito, Kentaro Inui

机构 * Tohoku University（东大大学） ； RIKEN（日本研究机构） ； NINJAL（日本国家情报机构） ； Langsmith Inc.（Langsmith公司） ； MBZUAI 纠错

Comments ACL 2025 Findings; 26 pages, 13 figures, 9 tables

Towards Harmonized Uncertainty Estimation for Large Language Models

Rui Li, Jing Long, Muge Qi, Heming Xia, Lei Sha, Peiyi Wang, Zhifang Sui

机构 * Peking University（北京大学） ； The Hong Kong Polytechnic University（香港理工大学） ； Beihang University（北航） 纠错

Comments ACL 2025

Only a Little to the Left: A Theory-grounded Measure of Political Bias in Large Language Models

Mats Faulborn, Indira Sen, Max Pellert, Andreas Spitz, David Garcia

机构 * scieneers GmbH（scieneers公司） ； University of Mannheim（曼海姆大学） ； Barcelona Super Computing Center（巴塞罗那超级计算中心） ； University of Konstanz（康斯坦茨大学） 纠错

Comments Preprint of ACL 2025 paper

Do Emotions Really Affect Argument Convincingness? A Dynamic Approach with LLM-based Manipulation Checks

Yanran Chen, Steffen Eger

机构 * NLLG, University of Technology Nuremberg (UTN)（NLLG，技术大学纽伦堡（UTN）） 纠错

Comments ACL 2025 Camera-ready

How Far are LLMs from Being Our Digital Twins? A Benchmark for Persona-Based Behavior Chain Simulation

Rui Li, Heming Xia, Xinfeng Yuan, Qingxiu Dong, Lei Sha, Wenjie Li, Zhifang Sui

Comments ACL 2025 Findings

Commonsense Reasoning in Arab Culture

Abdelrahman Sadallah, Junior Cedric Tonga, Khalid Almubarak, Saeed Almheiri, Farah Atif, Chatrine Qwaider, Karima Kadaoui, Sara Shatnawi, Yaser Alesh, Fajri Koto

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫扎伊德·本·泽德人工智能大学） ； SDAIA ； Al-Balqa Applied University（巴尔加应用大学） ； Khalifa University（卡利法大学） ； HUMAIN, Data and AI Models（HUMAIN、数据与人工智能模型） 纠错

Comments ACL 2025 - Main

FastMCTS: A Simple Sampling Strategy for Data Synthesis

Peiji Li, Kai Lv, Yunfan Shao, Yichuan Ma, Linyang Li, Xiaoqing Zheng, Xipeng Qiu, Qipeng Guo

Comments Accepted to ACL 2025 Main Conference

Preventing Rogue Agents Improves Multi-Agent Collaboration

Ohav Barbi, Ori Yoran, Mor Geva

机构 * Blavatnik School of Computer Science and AI, Tel Aviv University（布劳维茨克计算机科学与人工智能学院，特拉维夫大学） 纠错

Comments Accepted as a spotlight to REALM (First Workshop for Research on Agent Language Models) at ACL 2025

ChronoSense: Exploring Temporal Understanding in Large Language Models with Time Intervals of Events

Duygu Sezen Islakoglu, Jan-Christoph Kalo

机构 * Utrecht University（乌特勒支大学） ； University of Amsterdam（阿姆斯特丹大学） 纠错

Comments Accepted to ACL 2025. Results on a larger test set. 13 pages, 2 figures

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education?

Tianshi Zheng, Weihan Li, Jiaxin Bai, Weiqi Wang, Yangqiu Song

机构 * Department of Computer Science and Engineering, HKUST, Hong Kong SAR, China（计算机科学与工程系，香港科技大学，香港特别行政区，中国） ； Department of Mechanical Engineering, The University of Tokyo, Tokyo, Japan（机械工程系，东京大学，东京，日本） 纠错

Comments ACL 2025 Main

STUN: Structured-Then-Unstructured Pruning for Scalable MoE Pruning

Jaeseong Lee, seung-won hwang, Aurick Qiao, Daniel F Campos, Zhewei Yao, Yuxiong He

机构 * Snowflake AI Research（Snowflake AI研究院） ； Seoul National University（首尔国立大学） 纠错

Comments ACL 2025 main

Label-semantics Aware Generative Approach for Domain-Agnostic Multilabel Classification

Subhendu Khatuya, Shashwat Naidu, Saptarshi Ghosh, Pawan Goyal, Niloy Ganguly

机构 * Indian Institute of Technology Kharagpur（印度克达尔普大学） 纠错

Comments This work has been accepted to appear at the Association for Computational Linguistics (ACL), 2025

MEMERAG: A Multilingual End-to-End Meta-Evaluation Benchmark for Retrieval Augmented Generation

María Andrea Cruz Blandón, Jayasimha Talur, Bruno Charron, Dong Liu, Saab Mansour, Marcello Federico

机构 * Tampere University（塔尔皮奥大学） ； Amazon（亚马逊） 纠错

Comments ACL 2025

Finding A Voice: Exploring the Potential of African American Dialect and Voice Generation for Chatbots

Sarah E. Finch, Ellie S. Paek, Ikseon Choi, Jinho D. Choi

机构 * School of Nursing, Emory University（埃默里大学护理学院） ； Department of Computer Science, Emory University（埃默里大学计算机科学系） 纠错

Comments Accepted to ACL 2025

Exploring Graph Representations of Logical Forms for Language Modeling

Michael Sullivan

机构 * University at Buffalo（布法罗大学） ； Saarland University（萨尔兰州大学） 纠错

Comments To be published in ACL 2025 Findings

PerCul: A Story-Driven Cultural Evaluation of LLMs in Persian

Erfan Moosavi Monazzah, Vahid Rahimzadeh, Yadollah Yaghoobzadeh, Azadeh Shakery, Mohammad Taher Pilehvar

机构 * University of Tehran（德黑兰大学） ； Iran University of Science and Technology（伊朗科学技术大学） ； Tehran Institute for Advanced Studies（德黑兰高级研究 institute） ； Institute for Research in Fundamental Sciences (IPM)（基础科学研究 institute） ； Cardiff University（卡迪夫大学） 纠错

Comments Accepted at NAACL 2025 Main Conference, the dataset is available on HuggingFace (see https://huggingface.co/datasets/teias-ai/percul)

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) - Pages: 12670 - 12687

To Code or not to Code? Adaptive Tool Integration for Math Language Models via Expectation-Maximization

Haozhe Wang, Long Li, Chao Qu, Fengming Zhu, Weidi Xu, Wei Chu, Fangzhen Lin

机构 * Hong Kong University of Science and Technology（香港科技大学） ； INFLY Tech（INFLY科技） 纠错

Comments Accepted to ACL 2025

Sparse Rewards Can Self-Train Dialogue Agents

Barrett Martin Lattimer, Varun Gangal, Ryan McDonald, Yi Yang

Comments Accepted to ACL 2025 (Findings)

Is That Your Final Answer? Test-Time Scaling Improves Selective Question Answering

William Jurayj, Jeffrey Cheng, Benjamin Van Durme

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

Comments Accepted to ACL 2025. Code: https://github.com/wjurayj/final_answer

Culture is Not Trivia: Sociocultural Theory for Cultural NLP

Naitian Zhou, David Bamman, Isaac L. Bleaman

机构 * School of Information, University of California, Berkeley（信息学院，加州大学伯克利分校） ； Department of Linguistics, University of California, Berkeley（语言学系，加州大学伯克利分校） 纠错

Comments ACL 2025 Main Conference; camera-ready version

AbGen: Evaluating Large Language Models in Ablation Study Design and Evaluation for Scientific Research

Yilun Zhao, Weiyuan Chen, Zhijian Xu, Manasi Patwardhan, Yixin Liu, Chengye Wang, Lovekesh Vig, Arman Cohan

机构 * Yale NLP Lab（耶鲁大学自然语言处理实验室） ； TCS Research（TCS研究） 纠错

Comments ACL 2025

Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis

Wang Xi, Quan Shi, Tian Yu, Yujie Peng, Jiayi Sun, Mengxing Ren, Zenghui Ding, Ningguang Yao

机构 * Hefei Institutes of Physical Science, Chinese Academy of Sciences（合肥物理科学研究院，中国科学院） ； University of Science and Technology of China（中国科学技术大学） ； Changzhou University（常州大学） 纠错

Comments 22 pages, 7 figures, 3 tables. Submitted to an ACL-style conference

A Computational Framework to Identify Self-Aspects in Text

Jaya Caporusso, Matthew Purver, Senja Pollak

机构 * Jožef Stefan Institute（乔泽夫·斯蒂芬研究所） ； Jožef Stefan International Postgraduate School（乔泽夫·斯蒂芬国际研究生学院） ； Queen Mary University of London（伦敦女王学院） 纠错

Comments Accepted to ACL SRW 2025

Memorization Inheritance in Sequence-Level Knowledge Distillation for Neural Machine Translation

Verna Dankers, Vikas Raunak

机构 * University of Edinburgh（爱丁堡大学） ； Microsoft（微软公司） 纠错

Comments To appear at ACL 2025; 15 pages total (5 in the main paper, 3 pages of limitations and references and 7 pages with appendices)

IOPO: Empowering LLMs with Complex Instruction Following via Input-Output Preference Optimization

Xinghua Zhang, Haiyang Yu, Cheng Fu, Fei Huang, Yongbin Li

机构 * Tongyi Lab, Alibaba Group（通义实验室，阿里巴巴集团） 纠错

Comments ACL 2025

SCULPT: Systematic Tuning of Long Prompts

Shanu Kumar, Akhila Yesantarao Venkata, Shubhanshu Khandelwal, Bishal Santra, Parag Agrawal, Manish Gupta

Comments Accepted at ACL Main 2025