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Annual Meeting of the Association for Computational Linguistics · 会议 · Natural Language Processing

共收录 10305
2506.19512 2025-06-25 cs.CL

heiDS at ArchEHR-QA 2025: From Fixed-k to Query-dependent-k for Retrieval Augmented Generation

Ashish Chouhan, Michael Gertz

Comments 12 pages, 2 figures, 6 tables, Workshop on BioNLP and Shared Tasks at ACL 2025

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2506.19352 2025-06-25 cs.CL cs.AI cs.HC

Spotting Out-of-Character Behavior: Atomic-Level Evaluation of Persona Fidelity in Open-Ended Generation

Jisu Shin, Juhyun Oh, Eunsu Kim, Hoyun Song, Alice Oh

机构 * School of Computing(计算机学院) Korea Advanced Institute of Science and Technology (KAIST)(韩国科学技术院)

Comments Findings of ACL 2025; github repo: https://github.com/ddindidu/atomic-persona-evaluation/

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2506.19187 2025-06-25 cs.CL

Prompt, Translate, Fine-Tune, Re-Initialize, or Instruction-Tune? Adapting LLMs for In-Context Learning in Low-Resource Languages

Christopher Toukmaji, Jeffrey Flanigan

机构 * University of California, Irvine(加州大学尔湾分校) University of California, Santa Cruz(加州大学圣克ruz分校)

Comments Accepted to ACL GEM 2025

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2505.16078 2025-06-25 cs.CL

Small Language Models in the Real World: Insights from Industrial Text Classification

Lujun Li, Lama Sleem, Niccolo' Gentile, Geoffrey Nichil, Radu State

机构 * University of Luxembourg(卢森堡大学) Foyer S.A.(foyer 公司)

Comments This paper has been accepted as a conference paper in the Industry Track of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL)

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2504.13816 2025-06-25 cs.CL

Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations

Chenghao Xiao, Hou Pong Chan, Hao Zhang, Mahani Aljunied, Lidong Bing, Noura Al Moubayed, Yu Rong

机构 * DAMO Academy, Alibaba Group(阿里巴巴集团达摩院) Department of Computer Science, Durham University(杜伦大学计算机科学系) Hupan Lab, Hangzhou, China(杭州实验室)

Comments ACL 2025 main; camera ready

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2503.09730 2025-06-25 cs.AI cs.CL cs.LG cs.LO

Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving

Sara Rajaee, Kumar Pratik, Gabriele Cesa, Arash Behboodi

机构 * Language Technology Lab, University of Amsterdam(阿姆斯特丹大学语言技术实验室) Qualcomm AI Research(高通人工智能研究)

Comments Accepted at the Findings of ACL 2025, Accepted at ICLR 2025 Workshop on Reasoning and Planning for Large Language Models

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2404.01799 2025-06-25 cs.CL cs.CY

PATCH! {P}sychometrics-{A}ssis{T}ed Ben{CH}marking of Large Language Models against Human Populations: A Case Study of Proficiency in 8th Grade Mathematics

Qixiang Fang, Daniel L. Oberski, Dong Nguyen

机构 * Utrecht University(乌特雷赫大学)

Comments Accepted to GEM2 Workshop: Generation, Evaluation & Metrics - ACL 2025

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2505.16576 2025-06-24 cs.CL

EMULATE: A Multi-Agent Framework for Determining the Veracity of Atomic Claims by Emulating Human Actions

Spencer Hong, Meng Luo, Xinyi Wan

机构 * National University of Singapore(新加坡国立大学)

Comments FEVER 2025 (co-located with ACL 2025)

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2501.15225 2025-06-24 cs.CL cs.AI cs.LG

SEAL: Scaling to Emphasize Attention for Long-Context Retrieval

Changhun Lee, Minsang Seok, Jun-gyu Jin, Younghyun Cho, Eunhyeok Park

机构 * Department of Convergence IT Engineering(融合IT工程系) Department of Computer Science and Engineering(计算机科学与工程系) Graduate School of Artificial Intelligence(人工智能研究生院)

Comments Accepted at ACL 2025 Main

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2506.18102 2025-06-24 cs.CL

InspireDebate: Multi-Dimensional Subjective-Objective Evaluation-Guided Reasoning and Optimization for Debating

Fuyu Wang, Jiangtong Li, Kun Zhu, Changjun Jiang

机构 * Key Laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University(嵌入式系统与服务计算重点实验室,教育部,同济大学) School of Computer Science and Technology, Tongji University(计算机科学与技术学院,同济大学)

Comments 20 pages; Accepted to ACL 2025 Main

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2506.17951 2025-06-24 cs.CL

A Comprehensive Graph Framework for Question Answering with Mode-Seeking Preference Alignment

Quanwei Tang, Sophia Yat Mei Lee, Junshuang Wu, Dong Zhang, Shoushan Li, Erik Cambria, Guodong Zhou

Comments acl 2025 findings

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2506.17693 2025-06-24 cs.CL cs.LG

Zero-Shot Conversational Stance Detection: Dataset and Approaches

Yuzhe Ding, Kang He, Bobo Li, Li Zheng, Haijun He, Fei Li, Chong Teng, Donghong Ji

机构 * Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University(航空信息安全与可信计算重点实验室、教育部、网络安全科学与工程学院、武汉大学)

Comments ACL 2025 (Findings)

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2506.07636 2025-06-24 cs.AI

SWE-Dev: Building Software Engineering Agents with Training and Inference Scaling

Haoran Wang, Zhenyu Hou, Yao Wei, Jie Tang, Yuxiao Dong

Comments Accepted to Findings of ACL'25

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2506.00418 2025-06-24 cs.CL cs.AI

Dual Debiasing for Noisy In-Context Learning for Text Generation

Siqi Liang, Sumyeong Ahn, Paramveer S. Dhillon, Jiayu Zhou

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

Comments Accepted by 2025 ACL Findings

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2502.18802 2025-06-24 cs.CL

Language Models Grow Less Humanlike beyond Phase Transition

Tatsuya Aoyama, Ethan Wilcox

Comments Accepted to ACL 2025

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2502.14744 2025-06-24 cs.CL

HiddenDetect: Detecting Jailbreak Attacks against Large Vision-Language Models via Monitoring Hidden States

Yilei Jiang, Xinyan Gao, Tianshuo Peng, Yingshui Tan, Xiaoyong Zhu, Bo Zheng, Xiangyu Yue

机构 * MMLab, The Chinese University of Hong Kong(中文大学香港大学) Future Lab, Alibaba Group(阿里集团未来实验室)

Comments Accepted by ACL 2025 (Main)

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2502.13063 2025-06-24 cs.CL cs.LG

Cramming 1568 Tokens into a Single Vector and Back Again: Exploring the Limits of Embedding Space Capacity

Yuri Kuratov, Mikhail Arkhipov, Aydar Bulatov, Mikhail Burtsev

机构 * AIRI Neural Networks and Deep Learning Lab, MIPT(神经网络与深度学习实验室,MIPT) London Institute for Mathematical Sciences(伦敦数学科学研究所)

Comments ACL 2025 (main conference)

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2502.11221 2025-06-24 cs.AI cs.CL

PlanGenLLMs: A Modern Survey of LLM Planning Capabilities

Hui Wei, Zihao Zhang, Shenghua He, Tian Xia, Shijia Pan, Fei Liu

机构 * University of California, Merced(加州大学梅尔德分校) Emory University(埃默里大学) PAII Inc.(PAII公司)

Comments Accepted by ACL 2025

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2502.01220 2025-06-24 cs.CL cs.LG

Factual Knowledge in Language Models: Robustness and Anomalies under Simple Temporal Context Variations

Hichem Ammar Khodja, Frédéric Béchet, Quentin Brabant, Alexis Nasr, Gwénolé Lecorvé

Comments preprint v6, accepted for publication at ACL 2025 - L2M2 Workshop

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2412.18431 2025-06-24 cs.CL cs.AI cs.IR

GeAR: Graph-enhanced Agent for Retrieval-augmented Generation

Zhili Shen, Chenxin Diao, Pavlos Vougiouklis, Pascual Merita, Shriram Piramanayagam, Enting Chen, Damien Graux, Andre Melo, Ruofei Lai, Zeren Jiang, Zhongyang Li, YE QI, Yang Ren, Dandan Tu, Jeff Z. Pan

Comments ACL 2025 Findings

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2410.14666 2025-06-24 cs.CL cs.AI cs.LG

DiscoGraMS: Enhancing Movie Screen-Play Summarization using Movie Character-Aware Discourse Graph

Maitreya Prafulla Chitale, Uday Bindal, Rajakrishnan Rajkumar, Rahul Mishra

机构 * IIIT Hyderabad(海得拉巴印度理工学院)

Comments Accepted at NAACL 2025 (Main)

Journal ref In Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 2: Short Papers), pages 954 - 965, Albuquerque, New Mexico, April 2025

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2410.13857 2025-06-24 cs.LG cs.AI cs.CL stat.ML

How Numerical Precision Affects Arithmetical Reasoning Capabilities of LLMs

Guhao Feng, Kai Yang, Yuntian Gu, Xinyue Ai, Shengjie Luo, Jiacheng Sun, Di He, Zhenguo Li, Liwei Wang

机构 * State Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University(通用人工智能国家重点实验室,智能科学与技术学院,北京大学) School of EECS, Peking University(电子工程系,北京大学) Huawei Noah’s Ark Lab(华为诺亚实验室) Center for Machine Learning Research, Peking University(机器学习研究中心,北京大学)

Comments 40 pages, 4 figures, ACL 2025 Findings

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2410.01434 2025-06-24 cs.LG cs.CL

Circuit Compositions: Exploring Modular Structures in Transformer-Based Language Models

Philipp Mondorf, Sondre Wold, Barbara Plank

机构 * MaiNLP, Center for Information and Language Processing, LMU Munich(MaiNLP、信息与语言处理中心、慕尼黑大学) Munich Center for Machine Learning (MCML), Munich(慕尼黑机器学习中心) Language Technology Group, University of Oslo(语言技术组、奥斯陆大学)

Comments ACL 2025 main, 22 pages, 21 figures

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2410.01171 2025-06-24 cs.CL

Multilingual Retrieval Augmented Generation for Culturally-Sensitive Tasks: A Benchmark for Cross-lingual Robustness

Bryan Li, Fiona Luo, Samar Haider, Adwait Agashe, Tammy Li, Runqi Liu, Muqing Miao, Shriya Ramakrishnan, Yuan Yuan, Chris Callison-Burch

机构 * University of Pennsylvania(宾夕法尼亚大学)

Comments ACL 2025 (Findings)

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2408.08590 2025-06-24 cs.CL cs.AI cs.LG

Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference

Geonhee Kim, Marco Valentino, André Freitas

机构 * Department of Computer Science, University of Manchester, UK(英国曼彻斯特大学计算机科学系) Idiap Research Institute, Switzerland(瑞士Idiap研究所) School of Computer Science, University of Sheffield, UK(英国谢菲尔德大学计算机科学学院) National Biomarker Centre, CRUK-MI, University of Manchester, UK(英国曼彻斯特大学国家生物标志物中心)

Comments Accepted to Findings of ACL 2025

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2306.02105 2025-06-24 cs.CL cs.SD eess.AS

Advancing African-Accented Speech Recognition: Epistemic Uncertainty-Driven Data Selection for Generalizable ASR Models

Bonaventure F. P. Dossou

机构 * McGill University(麦吉尔大学) Mila Quebec AI Institute(魁北克AI研究所)

Comments Accepted at ACL SRW 2025

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2506.17314 2025-06-24 cs.CL cs.HC

PRAISE: Enhancing Product Descriptions with LLM-Driven Structured Insights

Adnan Qidwai, Srija Mukhopadhyay, Prerana Khatiwada, Dan Roth, Vivek Gupta

机构 * IIIT Hyderabad(IIIT海得拉尔学院) University of Delaware(德雷塞尔大学) University of Pennsylvania(宾夕法尼亚大学) Arizona State University(亚利桑那州立大学)

Comments 9 Pages, 9 Figures. Accepted at ACL 2025 System Demonstration Track

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2506.17111 2025-06-23 cs.AI cs.CL

Are Bias Evaluation Methods Biased ?

Lina Berrayana, Sean Rooney, Luis Garcés-Erice, Ioana Giurgiu

机构 * First Author Affiliation(第一作者机构) Second Author Affiliation(第二作者机构)

Comments Accepted to ACL 2025 Workshop GEM

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2506.16912 2025-06-23 cs.CL cs.LG

From Data to Knowledge: Evaluating How Efficiently Language Models Learn Facts

Daniel Christoph, Max Ploner, Patrick Haller, Alan Akbik

机构 * Humboldt-Universität zu Berlin(柏林洪堡大学) Science Of Intelligence(智能科学)

Comments Accepted to the First Workshop on Large Language Model Memorization (L2M2), co-located with ACL 2025 in Vienna

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2506.16787 2025-06-23 cs.LG

Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps

Jiashun Cheng, Aochuan Chen, Nuo Chen, Ziqi Gao, Yuhan Li, Jia Li, Fugee Tsung

机构 * The Hong Kong University of Science and Technology (Guangzhou)(香港科学与技术大学(广州))

Comments 18 pages; Accepted to ACL 2025 Findings

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