语言大模型 / LLM

WebDART: Dynamic Decomposition and Re-planning for Complex Web Tasks

Jingbo Yang, Bairu Hou, Wei Wei, Shiyu Chang, Yujia Bao

机构 * UC Santa Barbara（加州大学圣芭芭拉分校） ； Center for Advanced AI, Accenture（Accenture高级人工智能研究中心） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Constrained Natural Language Action Planning for Resilient Embodied Systems

Grayson Byrd, Corban Rivera, Bethany Kemp, Meghan Booker, Aurora Schmidt, Celso M de Melo, Lalithkumar Seenivasan, Mathias Unberath

机构 * Johns Hopkins University Applied Physics Laboratory（约翰霍普金斯大学应用物理实验室） ； Johns Hopkins University（约翰霍普金斯大学） ； DEVCOM Army Research Lab（国防部陆军研究实验室） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Toward Causal-Visual Programming: Enhancing Agentic Reasoning in Low-Code Environments

Jiexi Xu, Jiaqi Liu, Lanruo Wang, Su Liu

机构 * School of Information \& Computer Science University of California, Irvine Irvine, CA, USA ； Independent Researcher ； University of Texas at Dallas Dallas, TX, USA ； Georgia Institute of Technology Atlanta, GA, USA 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 5 pages, 1 table

CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion

Yolo Yunlong Tang, Gen Zhan, Li Yang, Yiting Liao, Chenliang Xu

机构 * ByteDance（字节跳动） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；prompting(abstract)

Comments Accepted to AAAI 2025

Bridging Reasoning to Learning: Unmasking Illusions using Complexity Out of Distribution Generalization

Mohammad Mahdi Samiei Paqaleh, Arash Marioriyad, Arman Tahmasebi-Zadeh, Mohamadreza Fereydooni, Mahdi Ghaznavai, Mahdieh Soleymani Baghshah

机构 * Department of Computer Engineering（计算机工程系） ； Sharif University of Technology（沙里夫技术大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Reasoning for Hierarchical Text Classification: The Case of Patents

Lekang Jiang, Wenjun Sun, Stephan Goetz

机构 * University of Cambridge（剑桥大学） ； National Science Library, Chinese Academy of Sciences（中国科学院国家科学图书馆） ； Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences（中国科学院大学经济管理学院信息资源管理系） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 15 pages, 10 tables, 3 figures

MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search

Yunhai Hu, Yilun Zhao, Chen Zhao, Arman Cohan

机构 * Yale University（耶鲁大学） ； New York University（纽约大学） 纠错

专题命中 推理与问题求解 ：language model(abstract)；small language model(abstract)；分类 cs.CL

TinyScientist: An Interactive, Extensible, and Controllable Framework for Building Research Agents

Haofei Yu, Keyang Xuan, Fenghai Li, Kunlun Zhu, Zijie Lei, Jiaxun Zhang, Ziheng Qi, Kyle Richardson, Jiaxuan You

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Allen Institute for Artificial Intelligence（人工智能研究院） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 7 pages, EMNLP 2025 Demo track

AutoDAN-Reasoning: Enhancing Strategies Exploration based Jailbreak Attacks with Test-Time Scaling

Xiaogeng Liu, Chaowei Xiao

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

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Technical report. Code is available at https://github.com/SaFoLab-WISC/AutoDAN-Reasoning

Injecting External Knowledge into the Reasoning Process Enhances Retrieval-Augmented Generation

Minghao Tang, Shiyu Ni, Jiafeng Guo, Keping Bi

机构 * State Key Laboratory of AI Safety（人工智能安全国家重点实验室） ； Institute of Computing Technology（计算技术研究所） ； Chinese Academy of Sciences（中国科学院） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Comments SIGIR-AP 2025

Mitigating Cross-Modal Distraction and Ensuring Geometric Feasibility via Affordance-Guided and Self-Consistent MLLMs for Task Planning in Instruction-Following Manipulation

Yu-Hong Shen, Chuan-Yu Wu, Yi-Ru Yang, Yen-Ling Tai, Yi-Ting Chen

机构 * Department of Computer Science, National Yang Ming Chiao Tung University（计算机科学系，阳明交通大学） ； Department of Computer Science and Information Engineering, National Taiwan University（计算机科学与信息工程系，台湾大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

The Algebra of Meaning: Why Machines Need Montague More Than Moore's Law

Cheonkam Jeong, Sungdo Kim, Jewoo Park

机构 * Savassan（萨瓦桑） 纠错

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.CL、cs.AI

GPS-MTM: Capturing Pattern of Normalcy in GPS-Trajectories with self-supervised learning

Umang Garg, Bowen Zhang, Anantajit Subrahmanya, Chandrakanth Gudavalli, BS Manjunath

机构 * ECE Department（电子工程系） ； University of California（加州大学） 纠错

专题命中 推理与问题求解 ：foundation model(abstract)；分类 cs.AI、cs.LG

Comments 4 pages, 2 figures

From Condensation to Rank Collapse: A Two-Stage Analysis of Transformer Training Dynamics

Zheng-An Chen, Tao Luo

机构 * School of Mathematical Sciences, Shanghai Jiao Tong University（上海交通大学数学科学学院） ； Institute of Natural Sciences, MOE-LSC, CMA-Shanghai, Shanghai Jiao Tong University（上海交通大学自然科学院） 纠错

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.LG

Spiral of Silence in Large Language Model Agents

Mingze Zhong, Meng Fang, Zijing Shi, Yuxuan Huang, Shunfeng Zheng, Yali Du, Ling Chen, Jun Wang

机构 * AAII, University of Technology Sydney（AAII，悉尼大学） ； University of Liverpool（利物浦大学） ； King’s College London（伦敦国王学院） ； University College London（伦敦大学学院） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments Accepted to EMNLP 2025 (Findings)

Textual interpretation of transient image classifications from large language models

Fiorenzo Stoppa, Turan Bulmus, Steven Bloemen, Stephen J. Smartt, Paul J. Groot, Paul Vreeswijk, Ken W. Smith

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

Comments Published in Nature Astronomy (2025). Publisher's Version of Record (CC BY 4.0). DOI: 10.1038/s41550-025-02670-z

LatteReview: A Multi-Agent Framework for Systematic Review Automation Using Large Language Models

Pouria Rouzrokh, Bardia Khosravi, Parsa Rouzrokh, Moein Shariatnia

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 31 pages, 5 figures, 5 tables

Mid-Training of Large Language Models: A Survey

Kaixiang Mo, Yuxin Shi, Weiwei Weng, Zhiqiang Zhou, Shuman Liu, Haibo Zhang, Anxiang Zeng

机构 * Shopee 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Towards a Multimodal Large Language Model with Pixel-Level Insight for Biomedicine

Xiaoshuang Huang, Lingdong Shen, Jia Liu, Fangxin Shang, Hongxiang Li, Haifeng Huang, Yehui Yang

机构 * Baidu Inc.（百度公司） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments Accepted by AAAI2025

MathRobust-LV: Evaluation of Large Language Models' Robustness to Linguistic Variations in Mathematical Reasoning

Neeraja Kirtane, Yuvraj Khanna, Peter Relan

机构 * Got It Education（Got It 教育） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

GlotEval: A Test Suite for Massively Multilingual Evaluation of Large Language Models

Hengyu Luo, Zihao Li, Joseph Attieh, Sawal Devkota, Ona de Gibert, Xu Huang, Shaoxiong Ji, Peiqin Lin, Bhavani Sai Praneeth Varma Mantina, Ananda Sreenidhi, Raúl Vázquez, Mengjie Wang, Samea Yusofi, Fei Yuan, Jörg Tiedemann

机构 * University of Helsinki（赫尔辛基大学） ； Technical University of Darmstadt（达姆施塔特技术大学） ； University of Munich（慕尼黑大学） ； Nanjing University（南京大学） ； ELLIS Institute Finland（芬兰ELLIS研究所） ； University of Turku（图尔库大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments EMNLP demo 2025

Benchmarking Gaslighting Negation Attacks Against Multimodal Large Language Models

Bin Zhu, Yinxuan Gui, Huiyan Qi, Jingjing Chen, Chong-Wah Ngo, Ee-Peng Lim

机构 * Singapore Management University（新加坡管理大学） ； Fudan University（复旦大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Project website: https://yxg1005.github.io/GaslightingNegationAttacks/

GeoJSEval: An Automated Evaluation Framework for Large Language Models on JavaScript-Based Geospatial Computation and Visualization Code Generation

Guanyu Chen, Haoyue Jiao, Shuyang Hou, Ziqi Liu, Lutong Xie, Shaowen Wu, Huayi Wu, Xuefeng Guan, Zhipeng Gui

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)

Journal ref 2025

LeMAJ (Legal LLM-as-a-Judge): Bridging Legal Reasoning and LLM Evaluation

Joseph Enguehard, Morgane Van Ermengem, Kate Atkinson, Sujeong Cha, Arijit Ghosh Chowdhury, Prashanth Kallur Ramaswamy, Jeremy Roghair, Hannah R Marlowe, Carina Suzana Negreanu, Kitty Boxall, Diana Mincu

机构 * Robin AI ； Amazon Web Services（亚马逊网络服务） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Published in Natural Legal Language Processing - EMNLP Workshop 2025

NurseLLM: The First Specialized Language Model for Nursing

Md Tawkat Islam Khondaker, Julia Harrington, Shady Shehata

机构 * Yourika Labs（Yourika实验室） ； The University of British Columbia（不列颠哥伦比亚大学） ； Western University（西方大学） ； University of Waterloo（滑铁卢大学） 纠错

专题命中 评测与基准 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL、cs.LG

Comments EMNLP 2025 Industry Track

All Claims Are Equal, but Some Claims Are More Equal Than Others: Importance-Sensitive Factuality Evaluation of LLM Generations

Miriam Wanner, Leif Azzopardi, Paul Thomas, Soham Dan, Benjamin Van Durme, Nick Craswell

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Microsoft（微软） ； University of Strathclyde（斯特拉思克莱德大学） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

MMReview: A Multidisciplinary and Multimodal Benchmark for LLM-Based Peer Review Automation

Xian Gao, Jiacheng Ruan, Zongyun Zhang, Jingsheng Gao, Ting Liu, Yuzhuo Fu

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Work in progress

LLM-Driven Rubric-Based Assessment of Algebraic Competence in Multi-Stage Block Coding Tasks with Design and Field Evaluation

Yong Oh Lee, Byeonghun Bang, Sejun Oh

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

CML-Bench: A Framework for Evaluating and Enhancing LLM-Powered Movie Scripts Generation

Mingzhe Zheng, Dingjie Song, Guanyu Zhou, Jun You, Jiahao Zhan, Xuran Ma, Xinyuan Song, Ser-Nam Lim, Qifeng Chen, Harry Yang

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； Lehigh University（莱斯大学） ； Fudan University（复旦大学） ； Emory University（埃默里大学） ； University of Central Florida（中央佛罗里达大学） 纠错

专题命中 评测与基准 ：LLM(title)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments 24 pages, 9 figures

Are BabyLMs Deaf to Gricean Maxims? A Pragmatic Evaluation of Sample-efficient Language Models

Raha Askari, Sina Zarrieß, Özge Alacam, Judith Sieker

机构 * Department of Humanities, University of Turin（都灵大学人文学科系） ； Computational Linguistics, Department of Linguistics, Bielefeld University（比勒菲尔德大学语言学系计算语言学） 纠错

专题命中 评测与基准 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL

Comments Accepted for the BabyLM workshop in EMNLP 2025