大模型推理能力

DART: Distilling Autoregressive Reasoning to Silent Thought

Nan Jiang, Ziming Wu, De-Chuan Zhan, Fuming Lai, Shaobing Lian

机构 * Nanjing University（南京大学） ； Tencent Inc.（腾讯公司） 纠错

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

Visual Perturbation and Adaptive Hard Negative Contrastive Learning for Compositional Reasoning in Vision-Language Models

Xin Huang, Ruibin Li, Tong Jia, Wei Zheng, Ya Wang

机构 * School of Artificial Intelligence and Software Engineering, Nanyang Normal University, Henan, China（人工智能与软件工程学院，南阳师范学院，河南） ； Institute for Artificial Intelligence, Peking University, Beijing, China（人工智能研究院，北京大学，北京） ； Collaborative Innovation Center of Intelligent Explosion-proof Equipment, Henan, China（智能防爆设备协同创新中心，河南） 纠错

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

Comments Accepted at the International Joint Conference on Artificial Intelligence (IJCAI 2025)

AI Reasoning Models for Problem Solving in Physics

Amir Bralin, N. Sanjay Rebello

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

Comments 6 pages, 1 table; Physics Education Research Conference (PERC) 2025 Proceedings

MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers

Zhenting Wang, Qi Chang, Hemani Patel, Shashank Biju, Cheng-En Wu, Quan Liu, Aolin Ding, Alireza Rezazadeh, Ankit Shah, Yujia Bao, Eugene Siow

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

Evaluating Compositional Generalisation in VLMs and Diffusion Models

Beth Pearson, Bilal Boulbarss, Michael Wray, Martha Lewis

机构 * University of Bristol（布里斯托大学） ； University of Amsterdam（阿姆斯特丹大学） 纠错

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

Comments 11 pages including references, 6 figures. Accepted at IWCS 2025

Adaptive Root Cause Localization for Microservice Systems with Multi-Agent Recursion-of-Thought

Lingzhe Zhang, Tong Jia, Kangjin Wang, Weijie Hong, Chiming Duan, Minghua He, Ying Li

机构 * Peking University（北京大学） ； Alibaba Group（阿里巴巴集团） 纠错

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