大模型推理能力

ThinkFake: Reasoning in Multimodal Large Language Models for AI-Generated Image Detection

Tai-Ming Huang, Wei-Tung Lin, Kai-Lung Hua, Wen-Huang Cheng, Junichi Yamagishi, Jun-Cheng Chen

专题命中 推理评测 ：reasoning(title,abstract)

How Good are Foundation Models in Step-by-Step Embodied Reasoning?

Dinura Dissanayake, Ahmed Heakl, Omkar Thawakar, Noor Ahsan, Ritesh Thawkar, Ketan More, Jean Lahoud, Rao Anwer, Hisham Cholakkal, Ivan Laptev, Fahad Shahbaz Khan, Salman Khan

机构 * Mohamed bin Zayed University of AI（穆罕默德·本·扎耶德人工智能大学） ； Linköping University（林雪平大学） ； Australian National University（澳大利亚国立大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments Project page: https://mbzuai-oryx.github.io/FoMER-Bench/

FineQuest: Adaptive Knowledge-Assisted Sports Video Understanding via Agent-of-Thoughts Reasoning

Haodong Chen, Haojian Huang, XinXiang Yin, Dian Shao

机构 * School of Automation, Northwestern Polytechnical University（自动化学院，西北工业大学） ； The University of Hong Kong（香港大学） ； School of Software, Northwestern Polytechnical University（软件学院，西北工业大学） ； Unmanned System Research Institute, Northwestern Polytechnical University（无人系统研究院，西北工业大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments ACM MM 2025

REVEAL -- Reasoning and Evaluation of Visual Evidence through Aligned Language

Ipsita Praharaj, Yukta Butala, Badrikanath Praharaj, Yash Butala

机构 * Carnegie Mellon University（卡内基梅隆大学） ； VIT Bhopal（维捷商学院） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments 4 pages, 6 figures, International Conference on Computer Vision, ICCV 2025

VulRTex: A Reasoning-Guided Approach to Identify Vulnerabilities from Rich-Text Issue Report

Ziyou Jiang, Mingyang Li, Guowei Yang, Lin Shi, Qing Wang

专题命中 推理评测 ：reasoning(title,abstract)

Comments 25 pages, 7 figures, submitting to TOSEM journal

Detecting Visual Information Manipulation Attacks in Augmented Reality: A Multimodal Semantic Reasoning Approach

Yanming Xiu, Maria Gorlatova

机构 * Duke University（杜克大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments The paper has been accepted to the 2025 IEEE International Symposium on Mixed and Augmented Reality (ISMAR), and selected for publication in the 2025 IEEE Transactions on Visualization and Computer Graphics (TVCG) special issue

Beyond Emotion Recognition: A Multi-Turn Multimodal Emotion Understanding and Reasoning Benchmark

Jinpeng Hu, Hongchang Shi, Chongyuan Dai, Zhuo Li, Peipei Song, Meng Wang

机构 * Hefei University of Technology（合肥工业大学） ； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； University of Science and Technology of China（中国科学技术大学） ； Institute of Artificial Intelligence (IAI), Hefei Comprehensive National Science Center（人工智能研究院（IAI），合肥综合性国家科学中心） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments ACM Multimedia 2025

Benchmarking the Medical Understanding and Reasoning of Large Language Models in Arabic Healthcare Tasks

Nouar AlDahoul, Yasir Zaki

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

Comments 5 pages, 2 figures

AURA: A Fine-Grained Benchmark and Decomposed Metric for Audio-Visual Reasoning

Siminfar Samakoush Galougah, Rishie Raj, Sanjoy Chowdhury, Sayan Nag, Ramani Duraiswami

专题命中 推理评测 ：reasoning(title,abstract)

JRDB-Reasoning: A Difficulty-Graded Benchmark for Visual Reasoning in Robotics

Simindokht Jahangard, Mehrzad Mohammadi, Yi Shen, Zhixi Cai, Hamid Rezatofighi

专题命中 推理评测 ：reasoning(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 推理评测 ：reasoning(title,abstract)

Defects4Log: Benchmarking LLMs for Logging Code Defect Detection and Reasoning

Xin Wang, Zhenhao Li, Zishuo Ding

专题命中 推理评测 ：reasoning(title,abstract)

MedAtlas: Evaluating LLMs for Multi-Round, Multi-Task Medical Reasoning Across Diverse Imaging Modalities and Clinical Text

Ronghao Xu, Zhen Huang, Yangbo Wei, Xiaoqian Zhou, Zikang Xu, Ting Liu, Zihang Jiang, S. Kevin Zhou

专题命中 推理评测 ：reasoning(title,abstract)

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 推理评测 ：reasoning(title,abstract)

Comments 9 pages, 6 figures

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 推理评测 ：reasoning(title)；分类 cs.CL、cs.AI、cs.LG

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

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 推理评测 ：reasoning(title,abstract)

Few-Shot Vision-Language Reasoning for Satellite Imagery via Verifiable Rewards

Aybora Koksal, A. Aydin Alatan

专题命中 推理评测 ：reasoning(title,abstract)

Comments ICCV 2025 Workshop on Curated Data for Efficient Learning (CDEL). 10 pages, 3 figures, 6 tables. Our model, training code and dataset will be at https://github.com/aybora/FewShotReasoning

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation

Jinxing Zhou, Yanghao Zhou, Mingfei Han, Tong Wang, Xiaojun Chang, Hisham Cholakkal, Rao Muhammad Anwer

专题命中 推理评测 ：reasoning(title,abstract)

Comments Project page: https://github.com/jasongief/TGS-Agent

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 推理评测 ：reasoning(title,abstract)

VideoForest: Person-Anchored Hierarchical Reasoning for Cross-Video Question Answering

Yiran Meng, Junhong Ye, Wei Zhou, Guanghui Yue, Xudong Mao, Ruomei Wang, Baoquan Zhao

机构 * Sun Yat-Sen University（中山大学） ； Cardiff University（卡地夫大学） ； Shenzhen University（深圳大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

IMoRe: Implicit Program-Guided Reasoning for Human Motion Q&A

Chen Li, Chinthani Sugandhika, Yeo Keat Ee, Eric Peh, Hao Zhang, Hong Yang, Deepu Rajan, Basura Fernando

机构 * Institute of High-Performance Computing, Agency for Science, Technology and Research, Singapore（高性能计算研究所，科技研究局，新加坡） ； Centre for Frontier AI Research, Agency for Science, Technology and Research, Singapore（前沿人工智能研究中心，科技研究局，新加坡） ； College of Computing and Data Science, Nanyang Technological University, Singapore（计算与数据科学学院，南洋理工大学，新加坡） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments *Equal contribution. Accepted by the International Conference on Computer Vision (ICCV 2025)

RAGNet: Large-scale Reasoning-based Affordance Segmentation Benchmark towards General Grasping

Dongming Wu, Yanping Fu, Saike Huang, Yingfei Liu, Fan Jia, Nian Liu, Feng Dai, Tiancai Wang, Rao Muhammad Anwer, Fahad Shahbaz Khan, Jianbing Shen

机构 * The Chinese University of Hong Kong（香港中文大学） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； Dexmal ； Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） ； SKL-IOTSC, CIS, University of Macau（澳门科学馆-物联网与智能系统研究中心，澳门大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments Accepted by ICCV 2025. The code is at https://github.com/wudongming97/AffordanceNet

CAPRI-CT: Causal Analysis and Predictive Reasoning for Image Quality Optimization in Computed Tomography

Sneha George Gnanakalavathy, Hairil Abdul Razak, Robert Meertens, Jonathan E. Fieldsend, Xujiong Ye, Mohammed M. Abdelsamea

机构 * Department of Computer Science, University of Exeter, UK（计算机科学系，埃克塞特大学，英国） ； Department of Health and Care Professions, University of Exeter, UK（健康与护理专业系，埃克塞特大学，英国） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

When LLMs Copy to Think: Uncovering Copy-Guided Attacks in Reasoning LLMs

Yue Li, Xiao Li, Hao Wu, Yue Zhang, Fengyuan Xu, Xiuzhen Cheng, Sheng Zhong

专题命中 推理评测 ：reasoning(title,abstract)

InternSpatial: A Comprehensive Dataset for Spatial Reasoning in Vision-Language Models

Nianchen Deng, Lixin Gu, Shenglong Ye, Yinan He, Zhe Chen, Songze Li, Haomin Wang, Xingguang Wei, Tianshuo Yang, Min Dou, Tong He, Wenqi Shao, Kaipeng Zhang, Yi Wang, Botian Shi, Yanting Zhang, Jifeng Dai, Yu Qiao, Hongjie Zhang, Wenhai Wang

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； The Chinese University of Hong Kong（香港中文大学） ； University of Science and Technology of China（中国科学技术大学） ； Shanghai Jiao Tong University（上海交通大学） ； Donghua University（东华大学） ； Nanjing University（南京大学） ； Tsinghua University（清华大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Bhatt Conjectures: On Necessary-But-Not-Sufficient Benchmark Tautology for Human Like Reasoning

Manish Bhatt

专题命中 推理评测 ：reasoning(title,abstract)

Structured Moral Reasoning in Language Models: A Value-Grounded Evaluation Framework

Mohna Chakraborty, Lu Wang, David Jurgens

专题命中 推理评测 ：reasoning(title,abstract)

TuneGenie: Reasoning-based LLM agents for preferential music generation

Amitesh Pandey, Jafarbek Arifdjanov, Ansh Tiwari

专题命中 推理评测 ：reasoning(title,abstract)

Comments 15 pages

Better Reasoning with Less Data: Enhancing VLMs Through Unified Modality Scoring

Mingjie Xu, Andrew Estornell, Hongzheng Yang, Yuzhi Zhao, Zhaowei Zhu, Qi Xuan, Jiaheng Wei

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； ByteDance Seed（字节跳动种子） ； The Chinese University of Hong Kong（香港中文大学） ； City University of Hong Kong（香港城市大学） ； BIAI-ZJUT ； Zhejiang University of Technology（浙江工业大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

SCGAgent: Recreating the Benefits of Reasoning Models for Secure Code Generation with Agentic Workflows

Rebecca Saul, Hao Wang, Koushik Sen, David Wagner

专题命中 推理评测 ：reasoning(title,abstract)