语言大模型 / LLM

Assessing Agentic Large Language Models in Multilingual National Bias

Qianying Liu, Katrina Qiyao Wang, Fei Cheng, Sadao Kurohashi

机构 * National Institute of Informatics, Japan（日本信息机构国家研究所） ； University of Wisconsin—Madison, USA（美国威斯康星大学麦迪逊分校） ； Kyoto University, Japan（日本京都大学） 纠错

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

Comments Accepted to ACL 2025 Findings. 14 pages

Evaluating Multi-Hop Reasoning in Large Language Models: A Chemistry-Centric Case Study

Mohammad Khodadad, Ali Shiraee Kasmaee, Mahdi Astaraki, Nicholas Sherck, Hamidreza Mahyar, Soheila Samiee

机构 * Department of Computational Science and Engineering（计算科学与工程系） ； McMaster University（麦斯特大学） ； BASF Canada Inc（巴斯夫加拿大公司） ； BASF Corporation（巴斯夫公司） 纠错

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

BridgeScope: A Universal Toolkit for Bridging Large Language Models and Databases

Lianggui Weng, Dandan Liu, Rong Zhu, Bolin Ding, Jingren Zhou

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

Comments 6 pages, 6 figures

CX-Mind: A Pioneering Multimodal Large Language Model for Interleaved Reasoning in Chest X-ray via Curriculum-Guided Reinforcement Learning

Wenjie Li, Yujie Zhang, Haoran Sun, Yueqi Li, Fanrui Zhang, Mengzhe Xu, Victoria Borja Clausich, Sade Mellin, Renhao Yang, Chenrun Wang, Jethro Zih-Shuo Wang, Shiyi Yao, Gen Li, Yidong Xu, Hanyu Wang, Yilin Huang, Angela Lin Wang, Chen Shi, Yin Zhang, Jianan Guo, Luqi Yang, Renxuan Li, Yang Xu, Jiawei Liu, Yao Zhang, Lei Liu, Carlos Gutiérrez SanRomán, Lei Wang

机构 * College of Health Science and Technology, Shanghai Jiao Tong University School of Medicine（上海交通大学医学院健康科学与技术学院） ； Shanghai Innovation Institute（上海创新研究院） ； Clinical Center for Sports Medicine, Department of Orthopaedics, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine（上海交通大学医学院骨科临床中心） ； School of Basic Medical Sciences, Intelligent Medicine Institute, Fudan University（复旦大学基础医学学院） ； Department of Hematology, The First Affiliated Hospital, College of Medicine, Zhejiang University（浙江大学医学院第一附属医院血液科） ； MoE Key Laboratory of Brain-Inspired Intelligent Perception and Cognition, University of Science and Technology of China（中国科学技术大学脑启发智能感知与认知教育部重点实验室） ； Department of Public Health and Primary Care, University of Cambridge（剑桥大学公共卫生与初级保健学院） ； Department of Medicine, Faculty of Health Sciences, Universidad CEU Cardenal Herrera（CEU卡德纳尔-赫尔曼大学健康科学学院医学系） ； Faculty of Medicine, University of Helsinki（赫尔辛基大学医学院） ； X-LANCE Lab, School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院X-LANCE实验室） ； Department of Hepatobiliary Surgery, National Cancer Center / National Clinical Research Center for Cancer / Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College（中国医学科学院肿瘤医院肝胆外科） ； Department of Surgery, The Ohio State University Wexner Medical Center, The James Comprehensive Cancer Center（俄亥俄州立大学韦克斯纳医学中心外科部，詹姆斯综合癌症中心） ； Ningbo Institute of Technology, Beihang University（北航宁波理工学院） 纠错

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

3DGraphLLM: Combining Semantic Graphs and Large Language Models for 3D Scene Understanding

Tatiana Zemskova, Dmitry Yudin

机构 * AIRI ； MIPT（莫斯科国立普希金俄语学院） 纠错

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

Eliciting and Analyzing Emergent Misalignment in State-of-the-Art Large Language Models

Siddhant Panpatil, Hiskias Dingeto, Haon Park

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

Chain of Questions: Guiding Multimodal Curiosity in Language Models

Nima Iji, Kia Dashtipour

机构 * Edinburgh Napier University（爱丁堡纳皮尔大学） 纠错

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

Mockingbird: How does LLM perform in general machine learning tasks?

Haoyu Jia, Yoshiki Obinata, Kento Kawaharazuka, Kei Okada

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

Reasoning Beyond Labels: Measuring LLM Sentiment in Low-Resource, Culturally Nuanced Contexts

Millicent Ochieng, Anja Thieme, Ignatius Ezeani, Risa Ueno, Samuel Maina, Keshet Ronen, Javier Gonzalez, Jacki O'Neill

机构 * Microsoft Research（微软研究院） ； Lancaster University（兰卡斯特大学） ； University of Washington（华盛顿大学） 纠错

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

I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders

Andrey Galichin, Alexey Dontsov, Polina Druzhinina, Anton Razzhigaev, Oleg Y. Rogov, Elena Tutubalina, Ivan Oseledets

机构 * AIRI ； MTUCI ； Skoltech ； Sber ； HSE 纠错

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

Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Bowen Jin, Hansi Zeng, Zhenrui Yue, Jinsung Yoon, Sercan Arik, Dong Wang, Hamed Zamani, 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） ； Center for Intelligent Information Retrieval, University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校智能信息检索中心） ； Google Cloud AI Research（谷歌云人工智能研究） 纠错

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

Comments 31 pages

Enhancing Vision-Language Model Training with Reinforcement Learning in Synthetic Worlds for Real-World Success

George Bredis, Stanislav Dereka, Viacheslav Sinii, Ruslan Rakhimov, Daniil Gavrilov

机构 * George Bredis（无） ； Stanislav Dereka（无） ； Viacheslav Sinii（无） ； Ruslan Rakhimov（无） ； Daniil Gavrilov（无） 纠错

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

GanitBench: A bi-lingual benchmark for evaluating mathematical reasoning in Vision Language Models

Ashutosh Bandooni, Brindha Subburaj

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

Comments 6 pages, 3 figures. Accepted, Presented and Published as part of Proceedings of the 6th International Conference on Recent Advantages in Information Technology (RAIT) 2025

Journal ref 2025 6th International Conference on Recent Advances in Information Technology (RAIT), Dhanbad, India, 2025, pp. 1-6

KG-Augmented Executable CoT for Mathematical Coding

Xingyu Chen, Junxiu An, Jun Guo, Li Wang, Jingcai Guo

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

Comments 9 pages,2figures,6 tables

Emotion-o1: Adaptive Long Reasoning for Emotion Understanding in LLMs

Changhao Song, Yazhou Zhang, Hui Gao, Kaiyun Huang, Peng Zhang

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

GenEDA: Towards Generative Netlist Functional Reasoning via Cross-Modal Circuit Encoder-Decoder Alignment

Wenji Fang, Jing Wang, Yao Lu, Shang Liu, Zhiyao Xie

机构 * Hong Kong University of Science and Technology（香港理工大学） 纠错

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

Comments Accepted by ICCAD'25

COPO: Consistency-Aware Policy Optimization

Jinghang Han, Jiawei Chen, Hang Shao, Hao Ma, Mingcheng Li, Xintian Shen, Lihao Zheng, Wei Chen, Tao Wei, Lihua Zhang

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

A Comparative Study of Specialized LLMs as Dense Retrievers

Hengran Zhang, Keping Bi, Jiafeng Guo

机构 * Key Laboratory of Network Data Science and Technology（网络数据科学与技术重点实验室） ； Institute of Computing Technology（计算技术研究所） ； Chinese Academy of Sciences（中国科学院） ； State Key Laboratory of AI Safety（人工智能安全国家重点实验室） ； University of Chinese Academy of Science（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、cs.AI、cs.LG

Comments Accepted by CCIR25 and published by Springer LNCS or LNAI

LTLCodeGen: Code Generation of Syntactically Correct Temporal Logic for Robot Task Planning

Behrad Rabiei, Mahesh Kumar A. R., Zhirui Dai, Surya L. S. R. Pilla, Qiyue Dong, Nikolay Atanasov

机构 * Contextual Robotics Institute, University of California San Diego（情境机器人研究所，加州大学圣地亚哥分校） 纠错

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

Comments Accepted to IEEE/RSJ International Conference on Intelligent Robots and Systems (iROS) 2025

HarmonyGuard: Toward Safety and Utility in Web Agents via Adaptive Policy Enhancement and Dual-Objective Optimization

Yurun Chen, Xavier Hu, Yuhan Liu, Keting Yin, Juncheng Li, Zhuosheng Zhang, Shengyu Zhang

机构 * Zhejiang University（浙江大学） ； Xiamen University（厦门大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

HyCodePolicy: Hybrid Language Controllers for Multimodal Monitoring and Decision in Embodied Agents

Yibin Liu, Zhixuan Liang, Zanxin Chen, Tianxing Chen, Mengkang Hu, Wanxi Dong, Congsheng Xu, Zhaoming Han, Yusen Qin, Yao Mu

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

Comments Accepted to ICCV 2025 Workshop on Multi-Modal Reasoning for Agentic Intelligence

StepWrite: Adaptive Planning for Speech-Driven Text Generation

Hamza El Alaoui, Atieh Taheri, Yi-Hao Peng, Jeffrey P. Bigham

机构 * School of Computer Science Carnegie Mellon University Pittsburgh PA USA ； School of Computer Science Carnegie Mellon University 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 This paper has been accepted to UIST 2025. For additional materials and project details, please see: https://www.cs.cmu.edu/~helalaou/publications/stepwrite

From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs

Jie He, Victor Gutiérrez-Basulto, Jeff Z. Pan

机构 * School of Informatics, University of Edinburgh, UK（爱丁堡大学信息学院） ； School of Computer Science and Informatics, Cardiff University, UK（卡迪夫大学计算机科学与信息学院） 纠错

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

Inside-Out: Hidden Factual Knowledge in LLMs

Zorik Gekhman, Eyal Ben David, Hadas Orgad, Eran Ofek, Yonatan Belinkov, Idan Szpektor, Jonathan Herzig, Roi Reichart

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

Comments Accepted to COLM 2025

Neuron-based Multifractal Analysis of Neuron Interaction Dynamics in Large Models

Xiongye Xiao, Heng Ping, Chenyu Zhou, Defu Cao, Yaxing Li, Yi-Zhuo Zhou, Shixuan Li, Nikos Kanakaris, Paul Bogdan

机构 * University of Southern California（美国南加州大学） ； University of California（加州大学） 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 Accepted at ICLR 2025. OpenReview: https://openreview.net/forum?id=nt8gBX58Kh

FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging

Zichen Tang, Haihong E, Jiacheng Liu, Zhongjun Yang, Rongjin Li, Zihua Rong, Haoyang He, Zhuodi Hao, Xinyang Hu, Kun Ji, Ziyan Ma, Mengyuan Ji, Jun Zhang, Chenghao Ma, Qianhe Zheng, Yang Liu, Yiling Huang, Xinyi Hu, Qing Huang, Zijian Xie, Shiyao Peng

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

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

Comments Accepted by ICCV 2025. arXiv admin note: text overlap with arXiv:2311.06602 by other authors

RoboTron-Sim: Improving Real-World Driving via Simulated Hard-Case

Baihui Xiao, Chengjian Feng, Zhijian Huang, Feng yan, Yujie Zhong, Lin Ma

机构 * Meituan（美团） ； Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区） 纠错

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

Comments ICCV 2025

AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization

Jingyi Liao, Yongyi Su, Rong-Cheng Tu, Zhao Jin, Wenhao Sun, Yiting Li, Dacheng Tao, Xun Xu, Xulei Yang

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

Hop, Skip, and Overthink: Diagnosing Why Reasoning Models Fumble during Multi-Hop Analysis

Anushka Yadav, Isha Nalawade, Srujana Pillarichety, Yashwanth Babu, Reshmi Ghosh, Samyadeep Basu, Wenlong Zhao, Ali Nasaeh, Sriram Balasubramanian, Soundararajan Srinivasan

机构 * Microsoft（微软公司） ； University of Massachusetts（马萨诸塞大学） ； University of Maryland（马里兰大学） 纠错

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

AgREE: Agentic Reasoning for Knowledge Graph Completion on Emerging Entities

Ruochen Zhao, Simone Conia, Eric Peng, Min Li, Saloni Potdar

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