大模型推理能力

Reasoning Capabilities of Large Language Models on Dynamic Tasks

Annie Wong, Thomas Bäck, Aske Plaat, Niki van Stein, Anna V. Kononova

机构 * Leiden Institute of Advanced Computer Science（莱顿先进计算机科学研究所） ； Leiden University（莱顿大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；planning(abstract)；分类 cs.CL、cs.AI

CLGRPO: Reasoning Ability Enhancement for Small VLMs

Fanyi Wang, Binzhi Dong, Haotian Hu, Jinjin Xu, Zhiwang Zhang

机构 * Honor AI Center（荣耀人工智能中心） ； Zhejiang University（浙江大学） ； Bytedance（字节跳动） ； Ningbo Tech University（宁波科技学院） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)

Comments 11 pages, 5 figures

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems

Hao Gu, Rui Zhong, Yu Xia, Wei Yang, Chi Lu, Peng Jiang, Kun Gai

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments Accepted by Recsys25

MV-CoRe: Multimodal Visual-Conceptual Reasoning for Complex Visual Question Answering

Jingwei Peng, Jiehao Chen, Mateo Alejandro Rojas, Meilin Zhang

机构 * Shaanxi University of Technology（陕西理工大学） ； Technological University of Peru（秘鲁技术大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Understanding Human Limits in Pattern Recognition: A Computational Model of Sequential Reasoning in Rock, Paper, Scissors

Logan Cross, Erik Brockbank, Tobias Gerstenberg, Judith E. Fan, Daniel L. K. Yamins, Nick Haber

机构 * Stanford Computer Science（斯坦福大学计算机科学系） ； Stanford Department of Psychology（斯坦福大学心理学系） ； Stanford Graduate School of Education（斯坦福大学教育研究生院） 纠错

专题命中 复杂问题求解 ：reasoning(title)；分类 cs.AI

Comments To be published in Proceedings of the 8th Annual Conference on Cognitive Computational Neuroscience (2025)

Small-Large Collaboration: Training-efficient Concept Personalization for Large VLM using a Meta Personalized Small VLM

Sihan Yang, Huitong Ji, Shaolin Lu, Jiayi Chen, Binxiao Xu, Ming Lu, Yuanxing Zhang, Wenhui Dong, Wentao Zhang

机构 * Peking University（北京大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；CoT(abstract)

FEAT: A Multi-Agent Forensic AI System with Domain-Adapted Large Language Model for Automated Cause-of-Death Analysis

Chen Shen, Wanqing Zhang, Kehan Li, Erwen Huang, Haitao Bi, Aiying Fan, Yiwen Shen, Hongmei Dong, Ji Zhang, Yuming Shao, Zengjia Liu, Xinshe Liu, Tao Li, Chunxia Yan, Shuanliang Fan, Di Wu, Jianhua Ma, Bin Cong, Zhenyuan Wang, Chunfeng Lian

机构 * Key Laboratory of National Ministry of Health for Forensic Sciences, School of Medicine \& Forensics, Health Science Center, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China ； School of Mathematics ； Statistics, Xi'an Jiaotong University, Xi'an, Shaanxi 710149, China ； Hebei Key Laboratory of Forensic Medicine, College of Forensic Medicine, Hebei Medical University, Shijiazhuang, Hebei 050017, China ； Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science ； Technology, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China ； Faculty of Forensic Medicine, Guangdong Province Translational Forensic Medicine Engineering Technology Research Center, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, Guangdong 510080, China ； Department of Forensic Medicine, Xinxiang Medical University, Xinxiang, Henan 453003, China ； Department of Forensic Medicine, School of Basic Medical Sciences, Fudan University, Shanghai 200032, China ； Department of Forensic Medicine, Tongji Medical College, Huazhong University of Science ； Shanghai Key Laboratory of Forensic Medicine, Shanghai Forensic Service Platform, Academy of Forensic Science, Ministry of Justice, Shanghai 200063, China ； School of Forensic Medicine of Jining Medical University, Jining, Shandong 272067, China 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 18pages, 6 figures

LLM-based Agents for Automated Confounder Discovery and Subgroup Analysis in Causal Inference

Po-Han Lee, Yu-Cheng Lin, Chan-Tung Ku, Chan Hsu, Pei-Cing Huang, Ping-Hsun Wu, Yihuang Kang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Multi-level Advantage Credit Assignment for Cooperative Multi-Agent Reinforcement Learning

Xutong Zhao, Yaqi Xie

机构 * Mila - Quebec AI Institute（魁北克AI研究所） ； Polytechnique Montréal（蒙特利尔理工学院） ； School of Computer Science, Carnegie Mellon University（卡内基梅隆大学计算机科学学院） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Accepted at AISTATS 2025

MSU-Bench: Towards Understanding the Conversational Multi-talker Scenarios

Shuai Wang, Zhaokai Sun, Zhennan Lin, Chengyou Wang, Zhou Pan, Lei Xie

机构 * MSU（密歇根州立大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Zoom-Refine: Boosting High-Resolution Multimodal Understanding via Localized Zoom and Self-Refinement

Xuan Yu, Dayan Guan, Yanfeng Gu

机构 * Harbin Institute of Technology（哈尔滨工业大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Comments Code is available at https://github.com/xavier-yu114/Zoom-Refine