语言大模型 / LLM

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

Leveraging LLMs for Mission Planning in Precision Agriculture

Marcos Abel Zuzuárregui, Stefano Carpin

机构 * Department of Computer Science and Engineering, University of California, Merced（计算机科学与工程系，加州大学梅尔德分校） 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 Published in Proceedings of 2025 International Conference on Robotics and Automation (ICRA)

Journal ref IEEE International Conference on Robotics and Automation (ICRA), pages 7146-7152, 2025

From Templates to Natural Language: Generalization Challenges in Instruction-Tuned LLMs for Spatial Reasoning

Chalamalasetti Kranti, Sherzod Hakimov, David Schlangen

机构 * Computational Linguistics, Department of Linguistics University of Potsdam（乌特雷赫特大学语言学系计算语言学部） ； German Research Center for Artificial Intelligence (DFKI), Berlin（德国人工智能研究中心（DFKI）柏林） 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 17 pages

Audio Flamingo Sound-CoT Technical Report: Improving Chain-of-Thought Reasoning in Sound Understanding

Zhifeng Kong, Arushi Goel, Joao Felipe Santos, Sreyan Ghosh, Rafael Valle, Wei Ping, Bryan Catanzaro

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

Reinforced Context Order Recovery for Adaptive Reasoning and Planning

Long Ma, Fangwei Zhong, Yizhou Wang

机构 * Peking University（北京大学） ； Beijing Normal University（北京师范大学） 纠错

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

Contemplative Artificial Intelligence

Ruben Laukkonen, Fionn Inglis, Shamil Chandaria, Lars Sandved-Smith, Edmundo Lopez-Sola, Jakob Hohwy, Jonathan Gold, Adam Elwood

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

Latent Plan Transformer for Trajectory Abstraction: Planning as Latent Space Inference

Deqian Kong, Dehong Xu, Minglu Zhao, Bo Pang, Jianwen Xie, Andrew Lizarraga, Yuhao Huang, Sirui Xie, Ying Nian Wu

机构 * Department of Statistics and Data Science, UCLA（统计与数据科学系， UCLA） ； Salesforce Research（Salesforce 研究） ； Akool Research（Akool 研究） ； Xi’an Jiaotong University（西安交通大学） ； Department of Computer Science, UCLA（计算机科学系， UCLA） 纠错

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

EgoLoc: A Generalizable Solution for Temporal Interaction Localization in Egocentric Videos

Junyi Ma, Erhang Zhang, Yin-Dong Zheng, Yuchen Xie, Yixuan Zhou, Hesheng Wang

机构 * IRMV Lab, the Department of Automation, Shanghai Jiao Tong University（IRMV实验室，自动化系，上海交通大学） 纠错

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

Comments Extended journal version of arXiv:2506.03662

Interpretable Oracle Bone Script Decipherment through Radical and Pictographic Analysis with LVLMs

Kaixin Peng, Mengyang Zhao, Haiyang Yu, Teng Fu, Bin Li

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

Classic4Children: Adapting Chinese Literary Classics for Children with Large Language Model

Jiali Chen, Xusen Hei, Yuqi Xue, Zihan Wu, Jiayuan Xie, Yi Cai

机构 * Key Laboratory of Big Data and Intelligent Robot (South China University of Technology) Ministry of Education（大数据与智能机器人重点实验室（华南理工大学）教育部） ； School of Software Engineering, South China University of Technology（软件学院（华南理工大学）） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Comments Accepted at NAACL 2025 Findings

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models

Wei Song, Haonan Zhong, Ziqi Ding, Jingling Xue, Yuekang Li

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

Game Reasoning Arena: A Framework and Benchmark for Assessing Reasoning Capabilities of Large Language Models via Game Play

Lucia Cipolina-Kun, Marianna Nezhurina, Jenia Jitsev

机构 * LAION Juelich Supercomputing Center (JSC)（LAION尤利奇超级计算机中心（JSC）） ； Research Center Juelich (FZJ)（尤利奇研究中心（FZJ）） 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.AI

Cryfish: On deep audio analysis with Large Language Models

Anton Mitrofanov, Sergei Novoselov, Tatiana Prisyach, Vladislav Marchevskiy, Arseniy Karelin, Nikita Khmelev, Dmitry Dutov, Stepan Malykh, Igor Agafonov, Aleksandr Nikitin, Oleg Petrov

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

Journal ref Proc. Interspeech 2025

GALA: Can Graph-Augmented Large Language Model Agentic Workflows Elevate Root Cause Analysis?

Yifang Tian, Yaming Liu, Zichun Chong, Zihang Huang, Hans-Arno Jacobsen

机构 * University of Toronto（多伦多大学） 纠错

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

Comments 12 pages, 5 figures

Emoji Attack: Enhancing Jailbreak Attacks Against Judge LLM Detection

Zhipeng Wei, Yuqi Liu, N. Benjamin Erichson

机构 * International Computer Science Institute, CA, USA（国际计算机科学研究所） ； Lawrence Berkeley National Laboratory, CA, USA（伯克利国家实验室） 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.LG

Overconfidence in LLM-as-a-Judge: Diagnosis and Confidence-Driven Solution

Zailong Tian, Zhuoheng Han, Yanzhe Chen, Haozhe Xu, Xi Yang, Richeng Xuan, Houfeng Wang, Lizi Liao

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

Listening with Language Models: Using LLMs to Collect and Interpret Classroom Feedback

Sai Siddartha Maram, Ulia Zaman, Magy Seif El-Nasr

机构 * University of California, Santa Cruz（加州大学圣克鲁兹分校） 纠错

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