大模型推理能力

Reasoning Guided Embeddings: Leveraging MLLM Reasoning for Improved Multimodal Retrieval

基于推理的嵌入：利用多模态大语言模型推理提升多模态检索

Chunxu Liu, Jiyuan Yang, Ruopeng Gao, Yuhan Zhu, Feng Zhu, Rui Zhao, Limin Wang

机构 * State Key Laboratory for Novel Software Technology, Nanjing University（南京大学新型软件技术国家重点实验室） ； Sensetime Research（商汤科技研究院） ； Beijing Institute of Technology（北京理工大学） ； Shanghai AI Lab（上海人工智能实验室） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

AI总结 本文提出基于推理的嵌入方法，利用多模态大语言模型的推理能力提升多模态检索性能。

Supervised Multilabel Image Classification Using Residual Networks with Probabilistic Reasoning

Lokender Singh, Saksham Kumar, Chandan Kumar

机构 * Amrita School of Computing（阿姆里塔计算学院） ； Amrita Vishwa Vidyapeetham（阿姆里塔世界学院） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments ICCCNT 2025 Conference Proceedings, IIT Indore

MicroVQA++: High-Quality Microscopy Reasoning Dataset with Weakly Supervised Graphs for Multimodal Large Language Model

Manyu Li, Ruian He, Chenxi Ma, Weimin Tan, Bo Yan

机构 * Fudan University（复旦大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments 11 pages, 4 figures

NOVO: Bridging LLaVA and SAM with Visual-only Prompts for Reasoning Segmentation

Kyung-Yoon Yoon, Yeong-Jun Cho

机构 * Department of Artificial Intelligence Convergence（人工智能融合系） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

How Reasoning Influences Intersectional Biases in Vision Language Models

Adit Desai, Sudipta Roy, Mohna Chakraborty

机构 * Student（学生） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

$\text{C}^2\text{P}$: Featuring Large Language Models with Causal Reasoning

Abdolmahdi Bagheri, Matin Alinejad, Mahdi Dehshiri, Kevin Bello, Alireza Akhondi-Asl

专题命中 推理评测 ：reasoning(title,abstract)

Comments arXiv admin note: text overlap with arXiv:2306.05836 by other authors

Understanding the Implicit User Intention via Reasoning with Large Language Model for Image Editing

Yijia Wang, Yiqing Shen, Weiming Chen, Zhihai He

机构 * Southern University of Science and Technology, Shenzhen, China（南方科技大学） ； Johns Hopkins University, Baltimore, USA（约翰霍普金斯大学） ； Pengcheng Laboratory, Shenzhen, China（鹏城实验室） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

D-HUMOR: Dark Humor Understanding via Multimodal Open-ended Reasoning -- A Benchmark Dataset and Method

Sai Kartheek Reddy Kasu, Mohammad Zia Ur Rehman, Shahid Shafi Dar, Rishi Bharat Junghare, Dhanvin Sanjay Namboodiri, Nagendra Kumar

机构 * Indian Institute of Information Technology Dharwad, India（印度达拉瓦德信息科技学院） ； Indian Institute of Technology Indore, India（印度印度理工学院） ； Malaviya National Institute of Technology Jaipur, India（马拉维亚国家理工学院） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments Accepted at IEEE International Conference on Data Mining (ICDM) 2025

Open3D-VQA: A Benchmark for Comprehensive Spatial Reasoning with Multimodal Large Language Model in Open Space

Weichen Zhang, Zile Zhou, Xin Zeng, Xuchen Liu, Jianjie Fang, Chen Gao, Yong Li, Jinqiang Cui, Xinlei Chen, Xiao-Ping Zhang

机构 * Tsinghua University（清华大学） ； Pengcheng Laboratory（鹏城实验室） ； Sun Yat-sen University（中山大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Complementary Human-AI Clinical Reasoning in Ophthalmology

Mertcan Sevgi, Fares Antaki, Abdullah Zafar Khan, Ariel Yuhan Ong, David Adrian Merle, Kuang Hu, Shafi Balal, Sophie-Christin Kornelia Ernst, Josef Huemer, Gabriel T. Kaufmann, Hagar Khalid, Faye Levina, Celeste Limoli, Ana Paula Ribeiro Reis, Samir Touma, Anil Palepu, Khaled Saab, Ryutaro Tanno, Valentin Liévin, Tao Tu, Yong Cheng, Mike Schaekermann, S. Sara Mahdavi, Elahe Vedadi, David Stutz, Vivek Natarajan, Alan Karthikesalingam, Pearse A. Keane, Wei-Hung Weng

专题命中 推理评测 ：reasoning(title,abstract)

GRASP: Geospatial pixel Reasoning viA Structured Policy learning

Chengjie Jiang, Yunqi Zhou, Jiafeng Yan, Jing Li, Jiayang Li, Yue Zhou, Hongjie He, Jonathan Li

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； School of Information, Central University of Finance and Economics（中央财经大学信息学院） ； Key Laboratory of Geographic Information Science (Ministry of Education), East China Normal University（教育部地理信息科学重点实验室，华东师范大学） ； School of Electronic and Computer Engineering, Peking University（北京大学电子工程学院） ； Department of Geography and Environmental Management, University of Waterloo（滑铁卢大学地理与环境管理系） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments 15 pages, 9 figures

MECD+: Unlocking Event-Level Causal Graph Discovery for Video Reasoning

Tieyuan Chen, Huabin Liu, Yi Wang, Yihang Chen, Tianyao He, Chaofan Gan, Huanyu He, Weiyao Lin

机构 * Shanghai Jiao Tong University（上海交通大学） ； Monash University（墨尔本大学） ； Zhongguancun Academy（中关村academy） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments Accepted by IEEE TPAMI (IEEE Transactions on Pattern Analysis and Machine Intelligence). arXiv admin note: substantial text overlap with arXiv:2409.17647

DEEMO: De-identity Multimodal Emotion Recognition and Reasoning

Deng Li, Bohao Xing, Xin Liu, Baiqiang Xia, Bihan Wen, Heikki Kälviäinen

机构 * Lappeenranta-Lahti University of Technology LUT（拉普兰塔-拉赫蒂技术大学） ； Nanyang Technological University（南洋理工大学） ； Brno University of Technology（布拉格技术大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments Accepted by ACMMM 2025

Journal ref Proceedings of the 33rd ACM International Conference on Multimedia (2025)

EffiReasonTrans: RL-Optimized Reasoning for Code Translation

Yanlin Wang, Rongyi Ou, Yanli Wang, Mingwei Liu, Jiachi Chen, Ensheng Shi, Xilin Liu, Yuchi Ma, Zibin Zheng

专题命中 推理评测 ：reasoning(title,abstract)

Proactive Reasoning-with-Retrieval Framework for Medical Multimodal Large Language Models

Lehan Wang, Yi Qin, Honglong Yang, Xiaomeng Li

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments Work in progress

ChronoEdit: Towards Temporal Reasoning for Image Editing and World Simulation

Jay Zhangjie Wu, Xuanchi Ren, Tianchang Shen, Tianshi Cao, Kai He, Yifan Lu, Ruiyuan Gao, Enze Xie, Shiyi Lan, Jose M. Alvarez, Jun Gao, Sanja Fidler, Zian Wang, Huan Ling

机构 * NVIDIA ； University of Toronto（多伦多大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments Project Page: https://research.nvidia.com/labs/toronto-ai/chronoedit

Hierarchical Reasoning with Vision-Language Models for Incident Reports from Dashcam Videos

Shingo Yokoi, Kento Sasaki, Yu Yamaguchi

机构 * Turing Inc.（图灵公司） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments 2nd Place Winner, ICCV 2025 2COOOL Competition

ExpVid: A Benchmark for Experiment Video Understanding & Reasoning

Yicheng Xu, Yue Wu, Jiashuo Yu, Ziang Yan, Tianxiang Jiang, Yinan He, Qingsong Zhao, Kai Chen, Yu Qiao, Limin Wang, Manabu Okumura, Yi Wang

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； Institute of Science Tokyo（东京科学研究所） ； Nanjing University（南京大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments Data & Code: https://github.com/OpenGVLab/ExpVid

Semantic Visual Anomaly Detection and Reasoning in AI-Generated Images

Chuangchuang Tan, Xiang Ming, Jinglu Wang, Renshuai Tao, Bin Li, Yunchao Wei, Yao Zhao, Yan Lu

机构 * Beijing Jiaotong University（北京交通大学） ； Microsoft Research Asia（微软亚洲研究院） ； Shenzhen University（深圳大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments 27 pages, 7 figures

MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with Holistic Platform and Adaptive Hybrid Policy Optimization

Xiangyu Zhao, Junming Lin, Tianhao Liang, Yifan Zhou, Wenhao Chai, Yuzhe Gu, Weiyun Wang, Kai Chen, Gen Luo, Wenwei Zhang, Junchi Yan, Hua Yang, Haodong Duan, Xue Yang

专题命中 推理评测 ：reasoning(title,abstract)

Forecasting the Buzz: Enriching Hashtag Popularity Prediction with LLM Reasoning

Yifei Xu, Jiaying Wu, Herun Wan, Yang Li, Zhen Hou, Min-Yen Kan

专题命中 推理评测 ：reasoning(title,abstract)

Comments Accepted to CIKM 2025

Seeing, Listening, Remembering, and Reasoning: A Multimodal Agent with Long-Term Memory

Lin Long, Yichen He, Wentao Ye, Yiyuan Pan, Yuan Lin, Hang Li, Junbo Zhao, Wei Li

机构 * Zhejiang University（浙江大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

MHier-RAG: Multi-Modal RAG for Visual-Rich Document Question-Answering via Hierarchical and Multi-Granularity Reasoning

Ziyu Gong, Chengcheng Mai, Yihua Huang

专题命中 推理评测 ：reasoning(title,abstract)

Comments Comments: Update Title, Author, Abstract, etc

EyePCR: A Comprehensive Benchmark for Fine-Grained Perception, Knowledge Comprehension and Clinical Reasoning in Ophthalmic Surgery

Gui Wang, Yang Wennuo, Xusen Ma, Zehao Zhong, Zhuoru Wu, Ende Wu, Rong Qu, Wooi Ping Cheah, Jianfeng Ren, Linlin Shen

机构 * School of Computer Science & Software Engineering, Shenzhen University（深圳大学计算机科学与软件工程学院） ； School of Computer Science, University of Nottingham Ningbo China（诺丁汉大学宁波校区计算机科学学院） ； Wenzhou Medical University（温州医科大学） ； School of Computer Science, University of Nottingham（诺丁汉大学计算机科学学院） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments Strong accept by NeurIPS2025 Reviewers and AC

ImageDoctor: Diagnosing Text-to-Image Generation via Grounded Image Reasoning

Yuxiang Guo, Jiang Liu, Ze Wang, Hao Chen, Ximeng Sun, Yang Zhao, Jialian Wu, Xiaodong Yu, Zicheng Liu, Emad Barsoum

机构 * Johns Hopkins University（约翰霍普金斯大学） ； AMD（AMD公司） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

MathSticks: A Benchmark for Visual Symbolic Compositional Reasoning with Matchstick Puzzles

Yuheng Ji, Huajie Tan, Cheng Chi, Yijie Xu, Yuting Zhao, Enshen Zhou, Huaihai Lyu, Pengwei Wang, Zhongyuan Wang, Shanghang Zhang, Xiaolong Zheng

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） ； Peking University（北京大学） ； The University of Sydney（悉尼大学） ； Beihang University（北航大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

MR$^2$-Bench: Going Beyond Matching to Reasoning in Multimodal Retrieval

Junjie Zhou, Ze Liu, Lei Xiong, Jin-Ge Yao, Yueze Wang, Shitao Xiao, Fenfen Lin, Miguel Hu Chen, Zhicheng Dou, Siqi Bao, Defu Lian, Yongping Xiong, Zheng Liu

专题命中 推理评测 ：reasoning(title,abstract)

Seeing Before Reasoning: A Unified Framework for Generalizable and Explainable Fake Image Detection

Kaiqing Lin, Zhiyuan Yan, Ruoxin Chen, Junyan Ye, Ke-Yue Zhang, Yue Zhou, Peng Jin, Bin Li, Taiping Yao, Shouhong Ding

机构 * Guangdong Provincial Key Laboratory of Intelligent Information Processing, Shenzhen Key Laboratory of Media Security, and SZU-AFS Joint Innovation Center for AI Technology（广东省智能信息处理重点实验室、深圳媒体安全重点实验室及深圳大学-AFS联合人工智能技术创新中心） ； Tencent Youtu Lab（腾讯优图实验室） ； Peking University（北京大学） ； Sun Yat-Sen University（中山大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

AudSemThinker: Enhancing Audio-Language Models through Reasoning over Semantics of Sound

Gijs Wijngaard, Elia Formisano, Michele Esposito, Michel Dumontier

机构 * Maastricht University（马斯特里赫特大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments Accepted at NeurIPS 2025

PSRT: Accelerating LRM-based Guard Models via Prefilled Safe Reasoning Traces

Jiawei Zhao, Yuang Qi, Weiming Zhang, Nenghai Yu, Kejiang Chen

专题命中 推理评测 ：reasoning(title,abstract)