ACL

WorldAPIs: The World Is Worth How Many APIs? A Thought Experiment

Jiefu Ou, Arda Uzunoglu, Benjamin Van Durme, Daniel Khashabi

Comments AAAI 2025 & ACL 2024 NLRSE, 7 pages

Smurfs: Multi-Agent System using Context-Efficient DFSDT for Tool Planning

Junzhi Chen, Juhao Liang, Benyou Wang

机构 * The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） 纠错

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)

TreeRL: LLM Reinforcement Learning with On-Policy Tree Search

Zhenyu Hou, Ziniu Hu, Yujiang Li, Rui Lu, Jie Tang, Yuxiao Dong

机构 * Tsinghua University（清华大学） ； California Institute of Technology（加州理工学院） 纠错

Comments Accepted to ACL 2025 main conference

SceneGram: Conceptualizing and Describing Tangrams in Scene Context

Simeon Junker, Sina Zarrieß

机构 * Computational Linguistics, Department of Linguistics（计算语言学系） 纠错

Comments To appear in ACL Findings 2025

A Variational Approach for Mitigating Entity Bias in Relation Extraction

Samuel Mensah, Elena Kochkina, Jabez Magomere, Joy Prakash Sain, Simerjot Kaur, Charese Smiley

机构 * JP Morgan AI Research（摩根大通AI研究） ； University of Oxford（牛津大学） 纠错

Comments Accepted at ACL 2025 Main

Enhance Multimodal Consistency and Coherence for Text-Image Plan Generation

Xiaoxin Lu, Ranran Haoran Zhang, Yusen Zhang, Rui Zhang

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） 纠错

Comments 18 pages, 10 figures; Accepted to ACL 2025 Findings

RETUYT-INCO at BEA 2025 Shared Task: How Far Can Lightweight Models Go in AI-powered Tutor Evaluation?

Santiago Góngora, Ignacio Sastre, Santiago Robaina, Ignacio Remersaro, Luis Chiruzzo, Aiala Rosá

Comments This paper will be presented at the 20th BEA Workshop (Innovative Use of NLP for Building Educational Applications) at ACL 2025

MANBench: Is Your Multimodal Model Smarter than Human?

Han Zhou, Qitong Xu, Yiheng Dong, Xin Yang

机构 * School of Electronic Information and Communications, Huazhong University of Science and Technology（电子信息与通讯学院，华中科技大学） ； School of Basic Medicine, Huazhong University of Science and Technology（基础医学院，华中科技大学） 纠错

Comments Multimodal Benchmark, Project Url: https://github.com/micdz/MANBench, ACL2025 Findings

CLAIM: Mitigating Multilingual Object Hallucination in Large Vision-Language Models with Cross-Lingual Attention Intervention

Zekai Ye, Qiming Li, Xiaocheng Feng, Libo Qin, Yichong Huang, Baohang Li, Kui Jiang, Yang Xiang, Zhirui Zhang, Yunfei Lu, Duyu Tang, Dandan Tu, Bing Qin

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； Peng Cheng Laboratory（鹏城实验室） ； Central South University（中南大学） ； Huawei Technologies Co., Ltd（华为技术有限公司） 纠错

Comments ACL2025 Main

Deontological Keyword Bias: The Impact of Modal Expressions on Normative Judgments of Language Models

Bumjin Park, Jinsil Lee, Jaesik Choi

机构 * KAIST AI（韩国科学技术院人工智能研究所） 纠错

Comments 20 pages including references and appendix; To appear in ACL 2025 main conference

Smotrom tvoja pa ander drogoj verden! Resurrecting Dead Pidgin with Generative Models: Russenorsk Case Study

Alexey Tikhonov, Sergei Shteiner, Anna Bykova, Ivan P. Yamshchikov

机构 * CAIRO, THWS Würzburg, Germany（THWS魏尔茨堡德国） ； Berlin, Germany（柏林德国） ； St. Petersburg, Russia（圣彼得堡俄罗斯） 纠错

Comments ACL Findings 2025

Improving the Calibration of Confidence Scores in Text Generation Using the Output Distribution's Characteristics

Lorenzo Jaime Yu Flores, Ori Ernst, Jackie Chi Kit Cheung

机构 * Mila - Quebec AI Institute（魁北克人工智能研究所） ； McGill University（麦吉尔大学） ； Canada CIFAR AI Chair（加拿大CIFAR人工智能 chair） 纠错

Comments ACL 2025 Main Conference

RSCF: Relation-Semantics Consistent Filter for Entity Embedding of Knowledge Graph

Junsik Kim, Jinwook Park, Kangil Kim

机构 * AI Graduate School Gwangju Institute of Science and Technology（全州科学技术研究院人工智能研究生院） 纠错

Comments Accepted to ACL 2025, 17 pages, 10 figures

D-GEN: Automatic Distractor Generation and Evaluation for Reliable Assessment of Generative Model

Grace Byun, Jinho D. Choi

机构 * Emory University（埃默里大学） 纠错

Comments ACL 2025 Findings

Journal ref ACL 2025 Findings

MEDDxAgent: A Unified Modular Agent Framework for Explainable Automatic Differential Diagnosis

Daniel Rose, Chia-Chien Hung, Marco Lepri, Israa Alqassem, Kiril Gashteovski, Carolin Lawrence

Comments ACL 2025 (main)

TUMLU: A Unified and Native Language Understanding Benchmark for Turkic Languages

Jafar Isbarov, Arofat Akhundjanova, Mammad Hajili, Kavsar Huseynova, Dmitry Gaynullin, Anar Rzayev, Osman Tursun, Aizirek Turdubaeva, Ilshat Saetov, Rinat Kharisov, Saule Belginova, Ariana Kenbayeva, Amina Alisheva, Abdullatif Köksal, Samir Rustamov, Duygu Ataman

Comments Accepted to ACL 2025, Main Conference

MapQaTor: An Extensible Framework for Efficient Annotation of Map-Based QA Datasets

Mahir Labib Dihan, Mohammed Eunus Ali, Md Rizwan Parvez

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； Bangladesh University of Engineering and Technology (BUET)（孟加拉工程与技术大学） ； Faculty of Information Technology（信息技术学院） ； Monash University（墨尔本大学） ； Qatar Computing Research Institute (QCRI)（卡塔尔计算研究中心） 纠错

Comments ACL 2025 (Demo)

Tell Me What You Don't Know: Enhancing Refusal Capabilities of Role-Playing Agents via Representation Space Analysis and Editing

Wenhao Liu, Siyu An, Junru Lu, Muling Wu, Tianlong Li, Xiaohua Wang, Changze lv, Xiaoqing Zheng, Di Yin, Xing Sun, Xuanjing Huang

机构 * School of Computer Science, Fudan University（复旦大学计算机科学学院） ； YouTu Lab, Tencent（腾讯YouTu实验室） 纠错

Journal ref Annual Meeting of the Association for Computational Linguistics (ACL), 2025, Findings

JBBQ: Japanese Bias Benchmark for Analyzing Social Biases in Large Language Models

Hitomi Yanaka, Namgi Han, Ryoma Kumon, Jie Lu, Masashi Takeshita, Ryo Sekizawa, Taisei Kato, Hiromi Arai

机构 * The University of Tokyo（东京大学） ； Riken（理化学研究所） ； Hokkaido University（北海道大学） 纠错

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

Learning from Litigation: Graphs and LLMs for Retrieval and Reasoning in eDiscovery

Sounak Lahiri, Sumit Pai, Tim Weninger, Sanmitra Bhattacharya

Comments Updated with Camera Ready Copy for ACL 2025

FlashBack:Efficient Retrieval-Augmented Language Modeling for Long Context Inference

Runheng Liu, Xingchen Xiao, Heyan Huang, Zewen Chi, Zhijing Wu

机构 * School of Computer Science and Technology, Beijing Institute of Technology（计算机科学与技术学院，北京理工大学） 纠错

Comments ACL 2025 Findings, 14 pages

Enhancing Medical Dialogue Generation through Knowledge Refinement and Dynamic Prompt Adjustment

Hongda Sun, Jiaren Peng, Wenzhong Yang, Liang He, Bo Du, Rui Yan

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学公安学院人工智能学院） ； Sichuan University（四川大学） ； School of Computer Science and Technology, Xinjiang University（新疆大学计算机科学与技术学院） ； Tsinghua University（清华大学） ； School of Computer Science, Wuhan University（武汉大学计算机学院） ； School of Artificial Intelligence, Wuhan University（武汉大学人工智能学院） ； Engineering Research Center of Next-Generation Intelligent Search and Recommendation, Ministry of Education（教育部下一代智能搜索与推荐工程研究中心） 纠错

Comments ACL 2025 Findings

PLAY2PROMPT: Zero-shot Tool Instruction Optimization for LLM Agents via Tool Play

Wei Fang, Yang Zhang, Kaizhi Qian, James Glass, Yada Zhu

机构 * Massachusetts Institute of Technology（麻省理工学院） ； MIT-IBM Watson AI Lab（MIT-IBM沃森人工智能实验室） 纠错

Comments ACL 2025 Long Paper (Findings)

Efficiently Identifying Watermarked Segments in Mixed-Source Texts

Xuandong Zhao, Chenwen Liao, Yu-Xiang Wang, Lei Li

机构 * UC Berkeley（加州大学伯克利分校） ； Zhejiang University（浙江大学） ； UC San Diego（加州大学圣地亚哥分校） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

Comments ACL 2025

Soft Language Prompts for Language Transfer

Ivan Vykopal, Simon Ostermann, Marián Šimko

机构 * Faculty of Information Technology, Brno University of Technology（布拉格技术大学信息学院） ； Kempelen Institute of Intelligent Technologies（智能技术研究所） ； German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心） 纠错

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)

Disinformation Capabilities of Large Language Models

Ivan Vykopal, Matúš Pikuliak, Ivan Srba, Robert Moro, Dominik Macko, Maria Bielikova

机构 * Kempelen Institute of Intelligent Technologies（凯姆佩伦智能技术研究所） ； Faculty of Information Technology, Brno University of Technology（信息技术学院，布拉格技术大学） 纠错

Journal ref Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2024

Mitigating Negative Interference in Multilingual Sequential Knowledge Editing through Null-Space Constraints

Wei Sun, Tingyu Qu, Mingxiao Li, Jesse Davis, Marie-Francine Moens

机构 * Department of Computer Science, KU Leuven（计算机科学系，根特大学） 纠错

Comments ACL 2025 Findings

TaxoAdapt: Aligning LLM-Based Multidimensional Taxonomy Construction to Evolving Research Corpora

Priyanka Kargupta, Nan Zhang, Yunyi Zhang, Rui Zhang, Prasenjit Mitra, Jiawei Han

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； The Pennsylvania State University（宾夕法尼亚州立大学） 纠错

Comments Accepted to ACL 2025 Main Conference. Code available at: https://github.com/pkargupta/taxoadapt

Beyond True or False: Retrieval-Augmented Hierarchical Analysis of Nuanced Claims

Priyanka Kargupta, Runchu Tian, Jiawei Han

机构 * Department of Computer Science, University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校计算机科学系） 纠错

Comments Accepted to ACL 2025 Main Conference. Code available at: https://github.com/pkargupta/claimspect

Burn After Reading: Do Multimodal Large Language Models Truly Capture Order of Events in Image Sequences?

Yingjin Song, Yupei Du, Denis Paperno, Albert Gatt

机构 * Utrecht University（乌特雷赫大学） 纠错

Comments 27 pages, 14 figures. Accepted to ACL 2025