大模型推理能力

ExplainableGuard: Interpretable Adversarial Defense for Large Language Models Using Chain-of-Thought Reasoning

Shaowei Guan, Yu Zhai, Zhengyu Zhang, Yanze Wang, Hin Chi Kwok

机构 * Centre for Smart Health, School of Nursing, The Hong Kong Polytechnic University（智能健康研究中心、护理学院、香港理工大学） ； Department of Language Science and Technology, The Hong Kong Polytechnic University（语言科学与技术系、香港理工大学） ； Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University（电子与电气工程系、香港理工大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；chain-of-thought(title,abstract)；CoT(abstract)；分类 cs.AI

Comments 9 pages, 2 figures

EchoAgent: Guideline-Centric Reasoning Agent for Echocardiography Measurement and Interpretation

Matin Daghyani, Lyuyang Wang, Nima Hashemi, Bassant Medhat, Baraa Abdelsamad, Eros Rojas Velez, XiaoXiao Li, Michael Y. C. Tsang, Christina Luong, Teresa S. M. Tsang, Purang Abolmaesumi

机构 * University of British Columbia（不列颠哥伦比亚大学） ； Vancouver General Hospital（温哥华总医院） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Comments 12 pages, Under Review

Multi-view Phase-aware Pedestrian-Vehicle Incident Reasoning Framework with Vision-Language Models

Hao Zhen, Yunxiang Yang, Jidong J. Yang

机构 * College of Engineering University of Georgia（工程学院 乔治亚大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.AI

Comments 23 pages, 4 figures, 3 tables

Xiangqi-R1: Enhancing Spatial Strategic Reasoning in LLMs for Chinese Chess via Reinforcement Learning

Yuhao Chen, Shuochen Liu, Yuanjie Lyu, Chao Zhang, Jiayao Shi, Tong Xu

机构 * University of Science and Technology of China（中国科学技术大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.AI

Comments 10 pages, 7 figures

LongReason: A Synthetic Long-Context Reasoning Benchmark via Context Expansion

Zhan Ling, Kang Liu, Kai Yan, Yifan Yang, Weijian Lin, Ting-Han Fan, Lingfeng Shen, Zhengyin Du, Jiecao Chen

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.CL

AgentArmor: Enforcing Program Analysis on Agent Runtime Trace to Defend Against Prompt Injection

Peiran Wang, Yang Liu, Yunfei Lu, Yifeng Cai, Hongbo Chen, Qingyou Yang, Jie Zhang, Jue Hong, Ye Wu

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Can Machines Think Like Humans? A Behavioral Evaluation of LLM Agents in Dictator Games

Ji Ma

机构 * Gradel Institute of Charity, New College, University of Oxford（格拉德学院，牛津大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

ARC Is a Vision Problem!

Keya Hu, Ali Cy, Linlu Qiu, Xiaoman Delores Ding, Runqian Wang, Yeyin Eva Zhu, Jacob Andreas, Kaiming He

机构 * MIT（麻省理工学院） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Technical Report. Project webpage: https://github.com/lillian039/VARC

Enhancing Agentic Autonomous Scientific Discovery with Vision-Language Model Capabilities

Kahaan Gandhi, Boris Bolliet, Inigo Zubeldia

机构 * Department of Physics, University of Cambridge, Cambridge, United Kingdom（剑桥大学物理系） ； Kavli Institute for Cosmology, University of Cambridge, Cambridge, United Kingdom（剑桥大学卡弗利天文研究所） ； Department of Physics and Astronomy, Haverford College, 370 Lancaster Avenue, Haverford, PA 19041, USA（哈弗福德学院物理与天文学系） ； Division of Physics, Mathematics and Astronomy, California Institute of Technology, Pasadena, CA 91125, USA（加州理工学院物理、数学与天文学系） ； Institute of Astronomy, University of Cambridge, Cambridge, United Kingdom（剑桥大学天文研究所） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

FinVet: A Collaborative Framework of RAG and External Fact-Checking Agents for Financial Misinformation Detection

Daniel Berhane Araya, Duoduo Liao

机构 * College of Engineering and Computing（工程与计算学院） ； George Mason University（乔治·马歇尔大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

From Legacy Fortran to Portable Kokkos: An Autonomous Agentic AI Workflow

Sparsh Gupta, Kamalavasan Kamalakkannan, Maxim Moraru, Galen Shipman, Patrick Diehl

机构 * Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室） ； Franklin W. Olin College of Engineering（弗兰克林·W·奥林工程学院） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 12 pages, 6 figures, 7 tables

MotIF: Motion Instruction Fine-tuning

Minyoung Hwang, Joey Hejna, Dorsa Sadigh, Yonatan Bisk

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Stanford University（斯坦福大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 推理评测 ：planning(abstract)；分类 cs.AI

LoCoBench-Agent: An Interactive Benchmark for LLM Agents in Long-Context Software Engineering

Jielin Qiu, Zuxin Liu, Zhiwei Liu, Rithesh Murthy, Jianguo Zhang, Haolin Chen, Shiyu Wang, Ming Zhu, Liangwei Yang, Juntao Tan, Roshan Ram, Akshara Prabhakar, Tulika Awalgaonkar, Zixiang Chen, Zhepeng Cen, Cheng Qian, Shelby Heinecke, Weiran Yao, Silvio Savarese, Caiming Xiong, Huan Wang

机构 * Salesforce AI Research（Salesforce AI研究院） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI

Comments 54-pages

Jailbreaking Large Vision Language Models in Intelligent Transportation Systems

Badhan Chandra Das, Md Tasnim Jawad, Md Jueal Mia, M. Hadi Amini, Yanzhao Wu

机构 * KFSCIS, Florida International University（凯斯-西储大学信息科学学院） ； Knight Foundation School of Computing and Information Sciences（骑士基金会计算与信息科学学院） ； Learning for InterDependent Networks Laboratory (solid lab)（依赖网络学习实验室） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI

SemCo: Toward Semantic Coherent Visual Relationship Forecasting

Yangjun Ou, Yao Liu, Li Mi, Zhenzhong Chen

机构 * School of Computer Science and Artificial Intelligence（计算机科学与人工智能学院） ； ETH Zürich（苏黎世联邦理工学院） ； School of Remote Sensing and Information Engineering（遥感与信息工程学院） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI

Mind the Gap: Evaluating LLM Understanding of Human-Taught Road Safety Principles

Chalamalasetti Kranti

机构 * uni-potsdam（波恩大学） 纠错

专题命中 推理评测 ：reasoning(abstract)

Comments Preprint

The Social Gaze of LLMs: A Literature Review of Multimodal Approaches to Human Behavior Understanding

Zihan Liu, Parisa Rabbani, Veda Duddu, Kyle Fan, Madison Lee, Yun Huang

专题命中 推理评测 ：reasoning(abstract)

EventHallusion: Diagnosing Event Hallucinations in Video LLMs

Jiacheng Zhang, Yang Jiao, Shaoxiang Chen, Na Zhao, Zhiyu Tan, Hao Li, Xingjun Ma, Jingjing Chen

专题命中 推理评测 ：reasoning(abstract)