语言大模型 / LLM

LLM-RIMSA: Large Language Models driven Reconfigurable Intelligent Metasurface Antenna Systems

Yunsong Huang, Hui-Ming Wang, Qingli Yan, Zhaowei Wang

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

ReaLM: Reflection-Enhanced Autonomous Reasoning with Small Language Models

Yuanfeng Xu, Zehui Dai, Jian Liang, Jiapeng Guan, Guangrun Wang, Liang Lin, Xiaohui Lv

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

Comments 16pages, 3 figures

DeCoT: Decomposing Complex Instructions for Enhanced Text-to-Image Generation with Large Language Models

Xiaochuan Lin, Xiangyong Chen, Xuan Li, Yichen Su

机构 * Henan Polytechnic University（河南理工大学） 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)

GTool: Graph Enhanced Tool Planning with Large Language Model

Wenjie Chen, Wenbin Li, Di Yao, Xuying Meng, Chang Gong, Jingping Bi

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

Comments 16 pages, 9 figures

Leveraging Large Language Models for Predictive Analysis of Human Misery

Bishanka Seal, Rahul Seetharaman, Aman Bansal, Abhilash Nandy

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

Comments 14 pages, 4 tables

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System

Eranga Bandara, Ross Gore, Sachin Shetty, Ravi Mukkamala, Christopher Rhea, Atmaram Yarlagadda, Shaifali Kaushik, L. H. M. P. De Silva, Andriy Maznychenko, Inna Sokolowska, Amin Hass, Kasun De Zoysa

机构 * Old Dominion University（旧 Dominion 大学） ； AnaletIQ ； McDonald Army Health Center（麦克唐纳陆军医疗中心） ； University of Sri Jayewardenepura（Sri Jayewardenepura 大学） ； University of Gdańsk（盖尔范大学） ； University of Colombo（科伦坡大学） 纠错

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

Why Cannot Large Language Models Ever Make True Correct Reasoning?

Jingde Cheng

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

Comments 8 pages. arXiv admin note: substantial text overlap with arXiv:2412.12408

SSPO: Self-traced Step-wise Preference Optimization for Process Supervision and Reasoning Compression

Yuyang Xu, Yi Cheng, Haochao Ying, Zhuoyun Du, Renjun Hu, Xing Shi, Wei Lin, Jian Wu

专题命中 推理与问题求解 ：preference optimization(title,abstract)；large language model(abstract)；language model(abstract)；post-training(abstract)

Comments Work in progress

Regress, Don't Guess -- A Regression-like Loss on Number Tokens for Language Models

Jonas Zausinger, Lars Pennig, Anamarija Kozina, Sean Sdahl, Julian Sikora, Adrian Dendorfer, Timofey Kuznetsov, Mohamad Hagog, Nina Wiedemann, Kacper Chlodny, Vincent Limbach, Anna Ketteler, Thorben Prein, Vishwa Mohan Singh, Michael Morris Danziger, Jannis Born

机构 * Technical University of Munich（慕尼黑技术大学） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心（MCML）） ； IBM Research Europe（IBM欧洲研究院） ； ETH Zurich（苏黎世联邦理工学院） 纠错

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

Comments ICML 2025

LD-Scene: LLM-Guided Diffusion for Controllable Generation of Adversarial Safety-Critical Driving Scenarios

Mingxing Peng, Yuting Xie, Xusen Guo, Ruoyu Yao, Hai Yang, Jun Ma

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； School of Computer Science and Engineering, Sun Yat-sen University（中山大学计算机科学与工程学院） 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.AI、cs.LG

Comments 18 pages, 8 figures

From Trial-and-Error to Improvement: A Systematic Analysis of LLM Exploration Mechanisms in RLVR

Jia Deng, Jie Chen, Zhipeng Chen, Daixuan Cheng, Fei Bai, Beichen Zhang, Yinqian Min, Yanzipeng Gao, Wayne Xin Zhao, Ji-Rong Wen

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（北京理工大学人工智能学院） 纠错

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

Comments 27pages,25figures. arXiv admin note: text overlap with arXiv:2508.02260

X-Ray-CoT: Interpretable Chest X-ray Diagnosis with Vision-Language Models via Chain-of-Thought Reasoning

Chee Ng, Liliang Sun, Shaoqing Tang

机构 * Universiti Teknologi Malaysia（马来西亚技术大学） 纠错

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

Learning Adaptive Parallel Reasoning with Language Models

Jiayi Pan, Xiuyu Li, Long Lian, Charlie Snell, Yifei Zhou, Adam Yala, Trevor Darrell, Kurt Keutzer, Alane Suhr

机构 * UC Berkeley（加州大学伯克利分校） ； UCSF（旧金山大学） 纠错

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

Comments Accepted at COLM 2025. Code, model, and data are available at https://github.com/Parallel-Reasoning/APR. The first three authors contributed equally to this work

J6: Jacobian-Driven Role Attribution for Multi-Objective Prompt Optimization in LLMs

Yao Wu

机构 * School of Engineering（工程学院） ； Westlake University（西湖大学） 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.CL、cs.AI、cs.LG

Comments 9 pages, 3 tables, 1 algorithm

Advancing AI-Scientist Understanding: Multi-Agent LLMs with Interpretable Physics Reasoning

Yinggan Xu, Hana Kimlee, Yijia Xiao, Di Luo

机构 * NSF Center for Quantum Network（NSF量子网络中心） ； University of California, Los Angeles（加州大学洛杉矶分校） 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.CL、cs.AI

Comments ICML 2025 Workshop on MAS

LARC: Towards Human-level Constrained Retrosynthesis Planning through an Agentic Framework

Frazier N. Baker, Daniel Adu-Ampratwum, Reza Averly, Botao Yu, Huan Sun, Xia Ning

机构 * Department of Computer Science and Engineering, 2 Division of Medicinal Chemistry & Pharmacognosy, 3 Department of Biomedical Informatics, 4 Translational Data Analytics Institute（1 计算机科学与工程系，2 药物化学与药理学系，3 生物医学信息学系，4 转化数据分析研究所） 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.CL、cs.AI

Comments 24 pages, 5 figures

LMAD: Integrated End-to-End Vision-Language Model for Explainable Autonomous Driving

Nan Song, Bozhou Zhang, Xiatian Zhu, Jiankang Deng, Li Zhang

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

Comments 7 pages, 4 figures,

MPCAR: Multi-Perspective Contextual Augmentation for Enhanced Visual Reasoning in Large Vision-Language Models

Amirul Rahman, Qiang Xu, Xueying Huang

机构 * University of Malaya（马来大学） 纠错

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

Understanding Pedestrian Gesture Misrecognition: Insights from Vision-Language Model Reasoning

Tram Thi Minh Tran, Xinyan Yu, Callum Parker, Julie Stephany Berrio Perez, Stewart Worrall, Martin Tomitsch

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

ExploreVLM: Closed-Loop Robot Exploration Task Planning with Vision-Language Models

Zhichen Lou, Kechun Xu, Zhongxiang Zhou, Rong Xiong

机构 * State Key Laboratory of Industrial Control Technology（工业控制技术国家重点实验室） ； Institute of Cyber-Systems and Control（网络系统与控制研究所） ； Zhejiang University（浙江大学） ； Zhejiang Humanoid Robot Innovation Center Co., Ltd.（浙江人形机器人创新中心有限公司） 纠错

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

Exploring Autonomous Agents: A Closer Look at Why They Fail When Completing Tasks

Ruofan Lu, Yichen Li, Yintong Huo

机构 * Singapore Management University（新加坡国立管理大学） 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 Accepted by ASE 2025 NIER

Analyzing Information Sharing and Coordination in Multi-Agent Planning

Tianyue Ou, Saujas Vaduguru, Daniel Fried

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

Simple o3: Towards Interleaved Vision-Language Reasoning

Ye Wang, Qianglong Chen, Zejun Li, Siyuan Wang, Shijie Guo, Zhirui Zhang, Zhongyu Wei

机构 * Independent Researcher（独立研究者） 纠错

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

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning

Xuyang Zhao, Shiwan Zhao, Hualong Yu, Liting Zhang, Qicheng Li

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

LeAdQA: LLM-Driven Context-Aware Temporal Grounding for Video Question Answering

Xinxin Dong, Baoyun Peng, Haokai Ma, Yufei Wang, Zixuan Dong, Fei Hu, Xiaodong Wang

专题命中 推理与问题求解 ：LLM(title)；分类 cs.AI

Exploring Multimodal AI Reasoning for Meteorological Forecasting from Skew-T Diagrams

ChangJae Lee, Heecheol Yang, Jonghak Choi

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

Comments 24 pages, 3 figures, 9 tables

Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models

Ruikang Liu, Yuxuan Sun, Manyi Zhang, Haoli Bai, Xianzhi Yu, Tiezheng Yu, Chun Yuan, Lu Hou

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 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 COLM 2025

A Comprehensive Review of AI Agents: Transforming Possibilities in Technology and Beyond

Xiaodong Qu, Andrews Damoah, Joshua Sherwood, Peiyan Liu, Christian Shun Jin, Lulu Chen, Minjie Shen, Nawwaf Aleisa, Zeyuan Hou, Chenyu Zhang, Lifu Gao, Yanshu Li, Qikai Yang, Qun Wang, Cristabelle De Souza

机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Brown University（布朗大学） ； San Francisco State University（旧金山州立大学） ； Stanford University（斯坦福大学） 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

Overcoming Knowledge Discrepancies: Structuring Reasoning Threads through Knowledge Balancing in Interactive Scenarios

Daniel Burkhardt, Xiangwei Cheng

机构 * Ferdinand Steinbeis Institute（费尔迪南·斯坦贝茨研究所） 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 13 pages, 1 figure, 6 tables

From Intent to Execution: Multimodal Chain-of-Thought Reinforcement Learning for Precise CAD Code Generation

Ke Niu, Haiyang Yu, Zhuofan Chen, Mengyang Zhao, Teng Fu, Bin Li, Xiangyang Xue

机构 * Fudan University（复旦大学） ； ByteDance Inc（字节跳动公司） 纠错

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