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North American Chapter of the Association for Computational Linguistics · 会议 · Natural Language Processing

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2411.07228 2025-05-27 cs.AI cs.CE

ChemToolAgent: The Impact of Tools on Language Agents for Chemistry Problem Solving

Botao Yu, Frazier N. Baker, Ziru Chen, Garrett Herb, Boyu Gou, Daniel Adu-Ampratwum, Xia Ning, Huan Sun

机构 * Department of Computer Science and Engineering, OSU(计算机科学与工程系,俄勒冈州立大学) Department of Biomedical Informatics, OSU(生物医学信息学系,俄勒冈州立大学) College of Pharmacy, OSU(药学院,俄勒冈州立大学)

Comments Accepted to NAACL 2025 Findings. Previous title: Tooling or Not Tooling? The Impact of Tools on Language Agents for Chemistry Problem Solving. Based on the camera ready version, this version adds more experimental results. We also release the toolkit in ChemMCP (https://osu-nlp-group.github.io/ChemMCP), which is a continuously updated and MCP-compatible chemistry toolkit

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2406.19465 2025-05-27 cs.CL

Can Large Language Models Generate High-quality Patent Claims?

Lekang Jiang, Caiqi Zhang, Pascal A Scherz, Stephan Goetz

机构 * University of Cambridge(剑桥大学)

Comments Accepted to NAACL 2025. 16 pages, 2 figures, 12 tables

Journal ref Findings of the Association for Computational Linguistics: NAACL 2025, pages 1272-1287

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2505.18159 2025-05-27 cs.CL cs.LG

Advancing Uto-Aztecan Language Technologies: A Case Study on the Endangered Comanche Language

Jesus Alvarez C, Daua D. Karajeanes, Ashley Celeste Prado, John Ruttan, Ivory Yang, Sean O'Brien, Vasu Sharma, Kevin Zhu

Comments 11 pages, 13 figures; published in Proceedings of the Fifth Workshop on NLP for Indigenous Languages of the Americas (AmericasNLP 2025) at NAACL 2025, Albuquerque, NM

Journal ref Proceedings of the Fifth Workshop on NLP for Indigenous Languages of the Americas (AmericasNLP), NAACL 2025, pp. 27-37, Albuquerque, NM

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2505.17332 2025-05-26 cs.CL cs.AI cs.LG cs.MA

SweEval: Do LLMs Really Swear? A Safety Benchmark for Testing Limits for Enterprise Use

Hitesh Laxmichand Patel, Amit Agarwal, Arion Das, Bhargava Kumar, Srikant Panda, Priyaranjan Pattnayak, Taki Hasan Rafi, Tejaswini Kumar, Dong-Kyu Chae

机构 * Oracle AI Indian Institute of Information Technology Ranchi(印度拉奇信息与技术学院) TD Securities(TD证券) Columbia University(哥伦比亚大学) Hanyang University(翰阳大学)

Comments Published in the Proceedings of the 2025 Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2025), Industry Track, pages 558-582

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2410.13610 2025-05-26 cs.AI cs.CL

MeNTi: Bridging Medical Calculator and LLM Agent with Nested Tool Calling

Yakun Zhu, Shaohang Wei, Xu Wang, Kui Xue, Xiaofan Zhang, Shaoting Zhang

Comments NAACL 2025 main conference. Code and Dataset available at [https://github.com/shzyk/MENTI](https://github.com/shzyk/MENTI)

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2407.01796 2025-05-26 cs.CL

Ground Every Sentence: Improving Retrieval-Augmented LLMs with Interleaved Reference-Claim Generation

Sirui Xia, Xintao Wang, Jiaqing Liang, Yifei Zhang, Weikang Zhou, Jiaji Deng, Fei Yu, Yanghua Xiao

Comments Accepted to NAACL 2025 Findings

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2505.16277 2025-05-23 cs.CL

Spontaneous Speech Variables for Evaluating LLMs Cognitive Plausibility

Sheng-Fu Wang, Laurent Prevot, Jou-an Chi, Ri-Sheng Huang, Shu-Kai Hsieh

机构 * Academia Sinica Institute of Linguistics(学术院语言研究所) CNRS & MEAE CEFC(国家科学研究中心与外交与国际合作部CEFC) Graduate Institute of Linguistics National Taiwan University(国立台湾大学语言研究所) Department of CSIE National Taiwan University(国立台湾大学计算机科学系)

Comments The 14th Workshop on Cognitive Modeling and Computational Linguistics (CMCL). May 3, 2025. Collocated with NAACL 2025

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2502.06139 2025-05-23 cs.CL

LCIRC: A Recurrent Compression Approach for Efficient Long-form Context and Query Dependent Modeling in LLMs

Sumin An, Junyoung Sung, Wonpyo Park, Chanjun Park, Paul Hongsuck Seo

机构 * Dept. of CSE, Korea University(韩国大学计算机科学与工程系) Google(谷歌)

Comments Accepted to NAACL 2025. Project Page: https://ssuminan.github.io/LCIRC/

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2502.06086 2025-05-23 cs.CL

Is a Peeled Apple Still Red? Evaluating LLMs' Ability for Conceptual Combination with Property Type

Seokwon Song, Taehyun Lee, Jaewoo Ahn, Jae Hyuk Sung, Gunhee Kim

机构 * Seoul National University(首尔国立大学) Korea University(韩国大学)

Comments NAACL 2025 Oral

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2505.13006 2025-05-20 cs.CL

Evaluating the Performance of RAG Methods for Conversational AI in the Airport Domain

Yuyang Li, Philip J. M. Kerbusch, Raimon H. R. Pruim, Tobias Käfer

机构 * Karlsruhe Institute of Technology(卡尔斯鲁厄理工学院) Royal Schiphol Group(皇家施比尔集团)

Comments Accepted by NAACL 2025 industry track

Journal ref In Proc. NAACL-HLT 2025 Industry Track, pp. 794-808. Albuquerque, NM, 2025

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2404.17874 2025-05-20 cs.CL

From Languages to Geographies: Towards Evaluating Cultural Bias in Hate Speech Datasets

Manuel Tonneau, Diyi Liu, Samuel Fraiberger, Ralph Schroeder, Scott A. Hale, Paul Röttger

机构 * University of Oxford(牛津大学) World Bank(世界银行) New York University(纽约大学) Massachusetts Institute of Technology(麻省理工学院) Meedan Bocconi University(博科尼大学)

Comments Accepted at WOAH (NAACL 2024). Please cite the ACL Anthology version: https://aclanthology.org/2024.woah-1.23/

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2502.16902 2025-05-20 cs.CV cs.AI

Culture-TRIP: Culturally-Aware Text-to-Image Generation with Iterative Prompt Refinement

Suchae Jeong, Inseong Choi, Youngsik Yun, Jihie Kim

机构 * Department of Computer Science and Engineering, Dongguk University(计算机科学与工程系,东国大学) Department of Computer Science and Artificial Intelligence, Dongguk University(计算机科学与人工智能系,东国大学)

Comments 31 pages, 23 figures, Accepted by NAACL 2025

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2411.08135 2025-05-19 cs.CL cs.AI cs.LG cs.SD eess.AS

On the Role of Speech Data in Reducing Toxicity Detection Bias

Samuel J. Bell, Mariano Coria Meglioli, Megan Richards, Eduardo Sánchez, Christophe Ropers, Skyler Wang, Adina Williams, Levent Sagun, Marta R. Costa-jussà

机构 * Meta FAIR New York University(纽约大学) University College London(伦敦大学学院) McGill University(麦吉尔大学)

Comments Accepted at NAACL 2025

Journal ref In Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (Volume 1), pages 1454-1468

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2205.03512 2025-05-19 cs.CL

CORWA: A Citation-Oriented Related Work Annotation Dataset

Xiangci Li, Biswadip Mandal, Jessica Ouyang

Comments Accepted by NAACL 2022

Journal ref https://aclanthology.org/2022.naacl-main.397/

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2412.03587 2025-05-16 cs.CL cs.AI cs.LG

Not All Adapters Matter: Selective Adapter Freezing for Memory-Efficient Fine-Tuning of Language Models

Hyegang Son, Yonglak Son, Changhoon Kim, Young Geun Kim

机构 * Korea University(韩国大学) Arizona State University(亚利桑那州立大学) Soongsil University(顺天大学)

Comments URL: https://aclanthology.org/2025.naacl-long.480/ Volume: 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) Year: 2025 Address: Albuquerque, New Mexico

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2407.01257 2025-05-16 cs.CL cs.SD eess.AS

uDistil-Whisper: Label-Free Data Filtering for Knowledge Distillation in Low-Data Regimes

Abdul Waheed, Karima Kadaoui, Bhiksha Raj, Muhammad Abdul-Mageed

机构 * Carnegie Mellon University(卡内基梅隆大学) MBZUAI The University of British Columbia(不列颠哥伦比亚大学) Invertible AI(可逆人工智能)

Comments Accepted to NAACL'25 main conference

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2505.08507 2025-05-14 cs.LG

InfoPO: On Mutual Information Maximization for Large Language Model Alignment

Teng Xiao, Zhen Ge, Sujay Sanghavi, Tian Wang, Julian Katz-Samuels, Marc Versage, Qingjun Cui, Trishul Chilimbi

机构 * Amazon(亚马逊)

Comments NAACL 2025

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2505.08130 2025-05-14 cs.CL cs.AI

ALOHA: Empowering Multilingual Agent for University Orientation with Hierarchical Retrieval

Mingxu Tao, Bowen Tang, Mingxuan Ma, Yining Zhang, Hourun Li, Feifan Wen, Hao Ma, Jia Yang

Comments To appear in NAACL 2025 Demo Track

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2503.01052 2025-05-14 cs.LG

ALinFiK: Learning to Approximate Linearized Future Influence Kernel for Scalable Third-Party LLM Data Valuation

Yanzhou Pan, Huawei Lin, Yide Ran, Jiamin Chen, Xiaodong Yu, Weijie Zhao, Denghui Zhang, Zhaozhuo Xu

机构 * Google LLC(谷歌公司) Rochester Institute of Technology(罗切斯特理工学院) Stevens Institute of Technology(史蒂文斯理工学院) Northeastern University(东北大学)

Comments Proceedings of the NAACL 2025. Keywords: Influence Function, Data Valuation, Influence Estimation. https://aclanthology.org/2025.naacl-long.589/

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2406.17692 2025-05-13 cs.CL cs.LG

From Distributional to Overton Pluralism: Investigating Large Language Model Alignment

Thom Lake, Eunsol Choi, Greg Durrett

Comments NAACL 2025 (Main Conference)

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2410.18966 2025-05-13 cs.CL

Does Data Contamination Detection Work (Well) for LLMs? A Survey and Evaluation on Detection Assumptions

Yujuan Fu, Ozlem Uzuner, Meliha Yetisgen, Fei Xia

机构 * University of Washington(华盛顿大学) George Mason University(乔治·马歇尔大学)

Comments This paper is accepted by NAACL 2025 findings. Link to the paper presentation: https://youtu.be/IhaxwbZOcaU

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2505.06062 2025-05-12 cs.CL

Attention on Multiword Expressions: A Multilingual Study of BERT-based Models with Regard to Idiomaticity and Microsyntax

Iuliia Zaitova, Vitalii Hirak, Badr M. Abdullah, Dietrich Klakow, Bernd Möbius, Tania Avgustinova

机构 * Saarland University(萨尔兰大学)

Comments 10 pages, 3 figures. Findings 2025

Journal ref In Findings of the Association for Computational Linguistics: NAACL 2025, pages 4083–4092, Albuquerque, New Mexico https://aclanthology.org/2025.findings-naacl.228/

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2410.12705 2025-05-09 cs.CL cs.AI cs.CV

WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global Cuisines

Genta Indra Winata, Frederikus Hudi, Patrick Amadeus Irawan, David Anugraha, Rifki Afina Putri, Yutong Wang, Adam Nohejl, Ubaidillah Ariq Prathama, Nedjma Ousidhoum, Afifa Amriani, Anar Rzayev, Anirban Das, Ashmari Pramodya, Aulia Adila, Bryan Wilie, Candy Olivia Mawalim, Ching Lam Cheng, Daud Abolade, Emmanuele Chersoni, Enrico Santus, Fariz Ikhwantri, Garry Kuwanto, Hanyang Zhao, Haryo Akbarianto Wibowo, Holy Lovenia, Jan Christian Blaise Cruz, Jan Wira Gotama Putra, Junho Myung, Lucky Susanto, Maria Angelica Riera Machin, Marina Zhukova, Michael Anugraha, Muhammad Farid Adilazuarda, Natasha Santosa, Peerat Limkonchotiwat, Raj Dabre, Rio Alexander Audino, Samuel Cahyawijaya, Shi-Xiong Zhang, Stephanie Yulia Salim, Yi Zhou, Yinxuan Gui, David Ifeoluwa Adelani, En-Shiun Annie Lee, Shogo Okada, Ayu Purwarianti, Alham Fikri Aji, Taro Watanabe, Derry Tanti Wijaya, Alice Oh, Chong-Wah Ngo

机构 * Capital One SEACrowd NAIST ITB UofT KAIST JAIST Cardiff University Independent HKUST SMU Masakhane University of Lagos HK PolyU Boston University Columbia University MBZUAI Monash University UCSB Tokyo Tech AI Singapore NICT Cohere McGill MILA Canada CIFAR AI Chair Ontario Tech

Comments Best Theme Paper at NAACL 2025

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2410.09580 2025-05-09 cs.CL

SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search

Hanwen Du, Bo Peng, Xia Ning

机构 * Department of Computer Science and Engineering, The Ohio State University, USA(计算机科学与工程系,俄亥俄州立大学) Department of Biomedical Informatics, The Ohio State University, USA(生物医学信息学系,俄亥俄州立大学) Translational Data Analytics Institute, The Ohio State University, USA(转化数据分析研究所,俄亥俄州立大学)

Comments Accepted to NAACL 2025 Main Conference

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2406.18501 2025-05-08 cs.CL

Is In-Context Learning a Type of Error-Driven Learning? Evidence from the Inverse Frequency Effect in Structural Priming

Zhenghao Zhou, Robert Frank, R. Thomas McCoy

机构 * Yale University(耶鲁大学)

Comments This version is accepted to NAACL 2025 (https://aclanthology.org/2025.naacl-long.586/)

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2502.07328 2025-05-07 cs.SD cs.AI cs.CL cs.LG cs.MM

Music for All: Representational Bias and Cross-Cultural Adaptability of Music Generation Models

Atharva Mehta, Shivam Chauhan, Amirbek Djanibekov, Atharva Kulkarni, Gus Xia, Monojit Choudhury

机构 * Mohamed bin Zayed University of Artificial Intelligence(穆罕默德·本·扎耶德人工智能大学)

Comments 17 pages, 5 figures, accepted to NAACL'25

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2412.04478 2025-05-07 cs.SE cs.AI

LibEvolutionEval: A Benchmark and Study for Version-Specific Code Generation

Sachit Kuhar, Wasi Uddin Ahmad, Zijian Wang, Nihal Jain, Haifeng Qian, Baishakhi Ray, Murali Krishna Ramanathan, Xiaofei Ma, Anoop Deoras

机构 * AWS AI Labs(AWS人工智能实验室) NVIDIA(英伟达)

Journal ref Proceedings of the 2025 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Albuquerque, New Mexico, USA, April 2-7, 2025

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2410.22086 2025-05-07 cs.LG cs.CL

Unlearning as multi-task optimization: A normalized gradient difference approach with an adaptive learning rate

Zhiqi Bu, Xiaomeng Jin, Bhanukiran Vinzamuri, Anil Ramakrishna, Kai-Wei Chang, Volkan Cevher, Mingyi Hong

机构 * Amazon AGI(亚马逊人工智能研究院) UIUC(伊利诺伊大学香槟分校) Amazon AGI & UCLA(亚马逊人工智能研究院与加州大学洛杉矶分校) Amazon AGI & LIONS EPFL(亚马逊人工智能研究院与洛桑联邦理工学院) Amazon AGI & University of Minnesota(亚马逊人工智能研究院与明尼苏达大学)

Comments Accepted to NAACL 2025 main conference

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2412.11455 2025-05-06 cs.CL cs.AI

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models

Zaifu Zhan, Rui Zhang

机构 * Department of Electrical and Computer Engineering, University of Minnesota(电气与计算机工程系,明尼苏达大学) Division of Computational Health Sciences, Department of Surgery, University of Minnesota(计算健康科学部,外科系,明尼苏达大学)

Comments 14 pages, 5 figures, 4 tables

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

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2410.18902 2025-05-06 cs.CL

LLMs for Extremely Low-Resource Finno-Ugric Languages

Taido Purason, Hele-Andra Kuulmets, Mark Fishel

机构 * Institute of Computer Science University of Tartu(计算机科学研究所塔尔图大学)

Journal ref Findings of the Association for Computational Linguistics: NAACL 2025, pages 6677-6697

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