大模型推理能力

The Emergence of Strategic Reasoning of Large Language Models

Gavin Kader, Dongwoo Lee

专题命中 其他推理 ：reasoning(title,abstract)

MR.Rec: Synergizing Memory and Reasoning for Personalized Recommendation Assistant with LLMs

Jiani Huang, Xingchen Zou, Lianghao Xia, Qing Li

专题命中 其他推理 ：reasoning(title,abstract)

RHINO: Guided Reasoning for Mapping Network Logs to Adversarial Tactics and Techniques with Large Language Models

Fanchao Meng, Jiaping Gui, Yunbo Li, Yue Wu

专题命中 其他推理 ：reasoning(title,abstract)

Vgent: Graph-based Retrieval-Reasoning-Augmented Generation For Long Video Understanding

Xiaoqian Shen, Wenxuan Zhang, Jun Chen, Mohamed Elhoseiny

机构 * King Abdullah University of Science and Technology（卡布斯大学） 纠错

专题命中 其他推理 ：reasoning(title,abstract)

Comments NeurIPS 2025 (Spotlight). Webpage at https://xiaoqian-shen.github.io/Vgent

GeoVLM-R1: Reinforcement Fine-Tuning for Improved Remote Sensing Reasoning

Mustansar Fiaz, Hiyam Debary, Paolo Fraccaro, Danda Paudel, Luc Van Gool, Fahad Khan, Salman Khan

机构 * IBM Research（IBM研究院） ； INSAIT ； ETH Zürich（苏黎世联邦理工学院） ； MBZUAI（穆斯林人工智能研究所） ； Linköping University（林雪平大学） ； ANU Australia（澳大利亚国立大学） 纠错

专题命中 其他推理 ：reasoning(title,abstract)

Comments Tables 6 and Figures 8. https://mustansarfiaz.github.io/GeoVLM-R1/

Training-Free Multimodal Deepfake Detection via Graph Reasoning

Yuxin Liu, Fei Wang, Kun Li, Yiqi Nie, Junjie Chen, Yanyan Wei, Zhangling Duan, Zhaohong Jia

机构 * School of Internet, Anhui University, Hefei, China（安徽大学互联网学院） ； School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, China（合肥工业大学计算机科学与信息工程学院） ； Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, China（合肥综合国家科学中心人工智能研究院） ； Department of Computer Science, Hong Kong Baptist University, Hong Kong, China（香港 Baptist 大学计算机科学系） 纠错

专题命中 其他推理 ：reasoning(title,abstract)

Difference-Guided Reasoning: A Temporal-Spatial Framework for Large Language Models

Hong Su

专题命中 其他推理 ：reasoning(title,abstract)

MedFact-R1: Towards Factual Medical Reasoning via Pseudo-Label Augmentation

Gengliang Li, Rongyu Chen, Bin Li, Linlin Yang, Guodong Ding

机构 * Baosight（博思特） ； NUS（新加坡国立大学） ； SIAT（深圳先进技术研究院） ； CUC（中国科学技术大学） ； Microsoft（微软） ； ANU（澳大利亚国立大学） 纠错

专题命中 其他推理 ：reasoning(title,abstract)

Comments Tech report

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Weiyun Wang, Zhangwei Gao, Lixin Gu, Hengjun Pu, Long Cui, Xingguang Wei, Zhaoyang Liu, Linglin Jing, Shenglong Ye, Jie Shao, Zhaokai Wang, Zhe Chen, Hongjie Zhang, Ganlin Yang, Haomin Wang, Qi Wei, Jinhui Yin, Wenhao Li, Erfei Cui, Guanzhou Chen, Zichen Ding, Changyao Tian, Zhenyu Wu, Jingjing Xie, Zehao Li, Bowen Yang, Yuchen Duan, Xuehui Wang, Zhi Hou, Haoran Hao, Tianyi Zhang, Songze Li, Xiangyu Zhao, Haodong Duan, Nianchen Deng, Bin Fu, Yinan He, Yi Wang, Conghui He, Botian Shi, Junjun He, Yingtong Xiong, Han Lv, Lijun Wu, Wenqi Shao, Kaipeng Zhang, Huipeng Deng, Biqing Qi, Jiaye Ge, Qipeng Guo, Wenwei Zhang, Songyang Zhang, Maosong Cao, Junyao Lin, Kexian Tang, Jianfei Gao, Haian Huang, Yuzhe Gu, Chengqi Lyu, Huanze Tang, Rui Wang, Haijun Lv, Wanli Ouyang, Limin Wang, Min Dou, Xizhou Zhu, Tong Lu, Dahua Lin, Jifeng Dai, Weijie Su, Bowen Zhou, Kai Chen, Yu Qiao, Wenhai Wang, Gen Luo

机构 * Shanghai AI Laboratory（上海人工智能实验室） 纠错

专题命中 其他推理 ：reasoning(title,abstract)

A Human-in-the-loop Approach to Robot Action Replanning through LLM Common-Sense Reasoning

Elena Merlo, Marta Lagomarsino, Arash Ajoudani

机构 * Human-Robot Interfaces and Interaction (HRII) Laboratory, Istituto Italiano di Tecnologia（人机交互（HRII）实验室，意大利技术研究院） ； Dept. of Informatics, Bioengineering, Robotics, and Systems Engineering, University of Genoa（信息学、生物工程、机器人学和系统工程系，热那亚大学） 纠错

专题命中 其他推理 ：reasoning(title,abstract)

Dark Side of Modalities: Reinforced Multimodal Distillation for Multimodal Knowledge Graph Reasoning

Yu Zhao, Ying Zhang, Xuhui Sui, Baohang Zhou, Haoze Zhu, Jeff Z. Pan, Xiaojie Yuan

专题命中 其他推理 ：reasoning(title,abstract)

Comments Accepted by ACM MM 2025

MCoT-RE: Multi-Faceted Chain-of-Thought and Re-Ranking for Training-Free Zero-Shot Composed Image Retrieval

Jeong-Woo Park, Seong-Whan Lee

机构 * Department of Artificial Intelligence, Korea University（人工智能系，韩国大学） 纠错

专题命中 其他推理 ：chain-of-thought(title,abstract)

Comments 6 pages, 4 figures, 2025 IEEE International Conference on Systems, Man, and Cybernetics

Adversarial Reasoning for Repair Based on Inferred Program Intent

He Ye, Aidan Z. H. Yang, Chang Hu, Yanlin Wang, Tao Zhang, Claire Le Goues

专题命中 其他推理 ：reasoning(title,abstract)

Graph-of-Causal Evolution: Challenging Chain-of-Model for Reasoning

Libo Wang

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

Comments The relevant code has been uploaded to the publicly available GitHub repository. The link is: https://github.com/brucewang123456789/GeniusTrail/tree/main/GoCE

Omni-R1: Reinforcement Learning for Omnimodal Reasoning via Two-System Collaboration

Hao Zhong, Muzhi Zhu, Zongze Du, Zheng Huang, Canyu Zhao, Mingyu Liu, Wen Wang, Hao Chen, Chunhua Shen

专题命中 其他推理 ：reasoning(title,abstract)

Comments Project page: https://aim-uofa.github.io/OmniR1

"AI just keeps guessing": Using ARC Puzzles to Help Children Identify Reasoning Errors in Generative AI

Aayushi Dangol, Runhua Zhao, Robert Wolfe, Trushaa Ramanan, Julie A. Kientz, Jason Yip

专题命中 其他推理 ：reasoning(title,abstract)

Evaluating Reasoning LLMs for Suicide Screening with the Columbia-Suicide Severity Rating Scale

Avinash Patil, Siru Tao, Amardeep Gedhu

机构 * Ira A. Fulton Schools of Engineering Arizona State University（亚利桑那州立大学工程学院） ； Heinz College of Information Systems and Public Policy Carnegie Mellon University（卡内基梅隆大学信息系统与公共政策学院） ； School of Education and Counseling Psychology Santa Clara University（圣克拉拉大学教育与咨询心理学学院） 纠错

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

Comments 8 Pages, 6 Figures, 1 Table

Unfettered Forceful Skill Acquisition with Physical Reasoning and Coordinate Frame Labeling

William Xie, Max Conway, Yutong Zhang, Nikolaus Correll

机构 * University of Colorado at Boulder（科罗拉多大学波德摩尔分校） 纠错

专题命中 其他推理 ：reasoning(title,abstract)

Practical Reasoning Interruption Attacks on Reasoning Large Language Models

Yu Cui, Cong Zuo

专题命中 其他推理 ：reasoning(title,abstract)

Reliable Multi-Modal Object Re-Identification via Modality-Aware Graph Reasoning

Xixi Wan, Aihua Zheng, Zi Wang, Bo Jiang, Jin Tang, Jixin Ma

机构 * Information Materials and Intelligent Sensing Laboratory of Anhui Province（安徽省信息材料与智能传感实验室） ； Anhui Provincial Key Laboratory of Security Artificial Intelligence（安徽省安全人工智能省级重点实验室） ； School（学校） 纠错

专题命中 其他推理 ：reasoning(title,abstract)

TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning

Xingjian Zhang, Siwei Wen, Wenjun Wu, Lei Huang

专题命中 其他推理 ：reasoning(title,abstract)

Exploring LLM Cryptocurrency Trading Through Fact-Subjectivity Aware Reasoning

Qian Wang, Yuchen Gao, Zhenheng Tang, Bingqiao Luo, Nuo Chen, Bingsheng He

专题命中 其他推理 ：reasoning(title,abstract)

Comments Accepted at ICLR 2025 Financial AI Workshop

QuoTA: Query-oriented Token Assignment via CoT Query Decouple for Long Video Comprehension

Yongdong Luo, Wang Chen, Xiawu Zheng, Weizhong Huang, Shukang Yin, Haojia Lin, Chaoyou Fu, Jinfa Huang, Jiayi Ji, Jiebo Luo, Rongrong Ji

专题命中 其他推理 ：CoT(title)；reasoning(abstract)

Comments Project page: https://github.com/MAC-AutoML/QuoTA

JAM: Controllable and Responsible Text Generation via Causal Reasoning and Latent Vector Manipulation

Yingbing Huang, Deming Chen, Abhishek K. Umrawal

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

Comments 10 pages, 3 figures, and 6 tables

Combating Multimodal LLM Hallucination via Bottom-Up Holistic Reasoning

Shengqiong Wu, Hao Fei, Liangming Pan, William Yang Wang, Shuicheng Yan, Tat-Seng Chua

专题命中 其他推理 ：reasoning(title,abstract)

Comments 16 pages, 10 figures, accepted by AAAI 25

Tables as Texts or Images: Evaluating the Table Reasoning Ability of LLMs and MLLMs

Naihao Deng, Zhenjie Sun, Ruiqi He, Aman Sikka, Yulong Chen, Lin Ma, Yue Zhang, Rada Mihalcea

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

Comments Accepted to ACL 2024 Findings; Naihao and Zhenjie contributed equally to the project; Data available at: https://github.com/dnaihao/Tables-as-Texts-or-Images

LLMs as Writing Assistants: Exploring Perspectives on Sense of Ownership and Reasoning

Azmine Toushik Wasi, Mst Rafia Islam, Raima Islam

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

Comments 5 Pages, 3 Figures. Accepted in The Third Workshop on Intelligent and Interactive Writing Assistants at CHI 2024

Journal ref The Third Workshop on Intelligent and Interactive Writing Assistants at CHI 2024

OMG-LLaVA: Bridging Image-level, Object-level, Pixel-level Reasoning and Understanding

Tao Zhang, Xiangtai Li, Hao Fei, Haobo Yuan, Shengqiong Wu, Shunping Ji, Chen Change Loy, Shuicheng Yan

专题命中 其他推理 ：reasoning(title,abstract)

Comments NeurIPS-2024. Project page: https://lxtgh.github.io/project/omg_llava/

Emotional Theory of Mind: Bridging Fast Visual Processing with Slow Linguistic Reasoning

Yasaman Etesam, Özge Nilay Yalçın, Chuxuan Zhang, Angelica Lim

专题命中 其他推理 ：reasoning(title,abstract)

Comments This paper has been accepted for oral presentation at ACII 2024. Webpage: https://yasaman-etesam.github.io/Contextual-Emotion-Recognition/ 9 pages(including references), 1 Tables, 5 figures

Learning by Correction: Efficient Tuning Task for Zero-Shot Generative Vision-Language Reasoning

Rongjie Li, Yu Wu, Xuming He

专题命中 其他推理 ：reasoning(title,abstract)

Comments Accepted by CVPR2024