语言大模型 / LLM

Large Language Models Show Signs of Alignment with Human Neurocognition During Abstract Reasoning

Christopher Pinier, Sonia Acuña Vargas, Mariia Steeghs-Turchina, Dora Matzke, Claire E. Stevenson, Michael D. Nunez

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、cs.AI

Comments Presented at the 8th Annual Conference on Cognitive Computational Neuroscience (August 12-15, 2025; Amsterdam, The Netherlands); 20 pages, 11 figures

FedCoT: Communication-Efficient Federated Reasoning Enhancement for Large Language Models

Chuan Li, Qianyi Zhao, Fengran Mo, Cen Chen

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、cs.AI

Mathematical Computation and Reasoning Errors by Large Language Models

Liang Zhang, Edith Aurora Graf

机构 * Institute for Intelligent Systems（智能系统研究所） ； University of Memphis（密苏里大学） ； AI4STEM Education Center（AI4STEM教育中心） ； University of Georgia（佐治亚大学） ； Educational Testing Service（教育测量服务） 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.AI

CapeLLM: Support-Free Category-Agnostic Pose Estimation with Multimodal Large Language Models

Junho Kim, Hyungjin Chung, Byung-Hoon Kim

机构 * EverEx ； Yonsei University（延世大学） 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.LG

Comments ICCV 2025

MusiXQA: Advancing Visual Music Understanding in Multimodal Large Language Models

Jian Chen, Wenye Ma, Penghang Liu, Wei Wang, Tengwei Song, Ming Li, Chenguang Wang, Jiayu Qin, Ruiyi Zhang, Changyou Chen

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

Comments Under Review

SABER: Switchable and Balanced Training for Efficient LLM Reasoning

Kai Zhao, Yanjun Zhao, Jiaming Song, Shien He, Lusheng Zhang, Qiang Zhang, Tianjiao Li

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、cs.AI、cs.LG

CAPTURe: Evaluating Spatial Reasoning in Vision Language Models via Occluded Object Counting

Atin Pothiraj, Elias Stengel-Eskin, Jaemin Cho, Mohit Bansal

机构 * UNC Chapel Hill（北卡罗来纳大学教堂山分校） 纠错

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

Comments ICCV 2025

Less is More: Learning Graph Tasks with Just LLMs

Sola Shirai, Kavitha Srinivas, Julian Dolby, Michael Katz, Horst Samulowitz, Shirin Sohrabi

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

From Diagnosis to Improvement: Probing Spatio-Physical Reasoning in Vision Language Models

Tiancheng Han, Yunfei Gao, Yong Li, Wuzhou Yu, Qiaosheng Zhang, Wenqi Shao

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

Comments 9 pages, 6 figures

The Knowledge-Reasoning Dissociation: Fundamental Limitations of LLMs in Clinical Natural Language Inference

Maël Jullien, Marco Valentino, André Freitas

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

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 19 pages

IAD-R1: Reinforcing Consistent Reasoning in Industrial Anomaly Detection

Yanhui Li, Yunkang Cao, Chengliang Liu, Yuan Xiong, Xinghui Dong, Chao Huang

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

Towards Agentic AI for Multimodal-Guided Video Object Segmentation

Tuyen Tran, Thao Minh Le, Truyen Tran

机构 * Applied Artificial Intelligence Institute, Deakin University, Australia（应用人工智能研究所，德金大学，澳大利亚） 纠错

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

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation

Jiulin Li, Ping Huang, Yexin Li, Shuo Chen, Juewen Hu, Ye Tian

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

Comments 8 pages, 5 figures

We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning

Runqi Qiao, Qiuna Tan, Peiqing Yang, Yanzi Wang, Xiaowan Wang, Enhui Wan, Sitong Zhou, Guanting Dong, Yuchen Zeng, Yida Xu, Jie Wang, Chong Sun, Chen Li, Honggang Zhang

机构 * BUPT（北京邮电大学） ； WeChat Vision, Tencent Inc.（腾讯公司） ； Tsinghua University（清华大学） 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

Comments Working in progress

Amazon Nova AI Challenge -- Trusted AI: Advancing secure, AI-assisted software development

Sattvik Sahai, Prasoon Goyal, Michael Johnston, Anna Gottardi, Yao Lu, Lucy Hu, Luke Dai, Shaohua Liu, Samyuth Sagi, Hangjie Shi, Desheng Zhang, Lavina Vaz, Leslie Ball, Maureen Murray, Rahul Gupta, Shankar Ananthakrishna

机构 * Amazon（亚马逊） 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

Comments 18 pages, 1st Proceedings of Amazon Nova AI Challenge (Trusted AI 2025)

RTTC: Reward-Guided Collaborative Test-Time Compute

J. Pablo Muñoz, Jinjie Yuan

机构 * Intel Labs Santa Clara, CA, USA（英特尔圣克拉拉实验室） ； Intel Corporation Beijing, China（英特尔北京公司） 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

Performance of GPT-5 in Brain Tumor MRI Reasoning

Mojtaba Safari, Shansong Wang, Mingzhe Hu, Zach Eidex, Qiang Li, Xiaofeng Yang

机构 * Department of Radiation Oncology, Winship Cancer Institute, Emory University School of Medicine（放射肿瘤科，Winship癌症研究所，埃默里大学医学院） 纠错

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

What to Ask Next? Probing the Imaginative Reasoning of LLMs with TurtleSoup Puzzles

Mengtao Zhou, Sifan Wu, Huan Zhang, Qi Sima, Bang Liu

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

Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models

Zhipeng Chen, Xiaobo Qin, Youbin Wu, Yue Ling, Qinghao Ye, Wayne Xin Zhao, Guang Shi

机构 * Renmin University of China（中国人民大学） 纠错

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

Comments Technical Report about RLVR: 32 pages, 18 figures, 7 tables

A Semantic-Aware Framework for Safe and Intent-Integrative Assistance in Upper-Limb Exoskeletons

Yu Chen, Shu Miao, Chunyu Wu, Jingsong Mu, Bo OuYang, Xiang Li

机构 * Department of Automation, Tsinghua University（自动化系，清华大学） 纠错

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

DiFaR: Enhancing Multimodal Misinformation Detection with Diverse, Factual, and Relevant Rationales

Herun Wan, Jiaying Wu, Minnan Luo, Xiangzheng Kong, Zihan Ma, Zhi Zeng

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

Can Transformers Break Encryption Schemes via In-Context Learning?

Jathin Korrapati, Patrick Mendoza, Aditya Tomar, Abein Abraham

机构 * UC Berkeley（伯克利大学） 纠错

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

IADGPT: Unified LVLM for Few-Shot Industrial Anomaly Detection, Localization, and Reasoning via In-Context Learning

Mengyang Zhao, Teng Fu, Haiyang Yu, Ke Niu, Bin Li

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

NAVER: A Neuro-Symbolic Compositional Automaton for Visual Grounding with Explicit Logic Reasoning

Zhixi Cai, Fucai Ke, Simindokht Jahangard, Maria Garcia de la Banda, Reza Haffari, Peter J. Stuckey, Hamid Rezatofighi

机构 * Monash University（莫纳什大学） 纠错

专题命中 推理与问题求解 ：foundation model(abstract)

Comments ICCV 2025