大模型推理能力

Distilling Reasoning Ability from Large Language Models with Adaptive Thinking

Xiaoshu Chen, Sihang Zhou, Ke Liang, Xinwang Liu

机构 * College of Computer Science and Technology, National University of Defense Technology（计算机科学与技术学院，国防科技大学） ； College of Intelligence Science and Technology, National University of Defense Technology（智能科学与技术学院，国防科技大学） 纠错

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

Comments This work has been accepted by IEEE for publication. Early access in IEEE Transactions on Neural Networks and Learning Systems

Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback

Yang Chen, Yufan Shen, Wenxuan Huang, Sheng Zhou, Qunshu Lin, Xinyu Cai, Zhi Yu, Jiajun Bu, Botian Shi, Yu Qiao

专题命中 复杂问题求解 ：reasoning(title,abstract)；self-correction(abstract)

STEPWISE-CODEX-Bench: Evaluating Complex Multi-Function Comprehension and Fine-Grained Execution Reasoning

Kaiwen Yan, Yuhang Chang, Zirui Guo, Yaling Mou, Jiang Ming, Jingwei Sun

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

GeoFlow: Agentic Workflow Automation for Geospatial Tasks

Amulya Bhattaram, Justin Chung, Stanley Chung, Ranit Gupta, Janani Ramamoorthy, Kartikeya Gullapalli, Diana Marculescu, Dimitrios Stamoulis

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

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

Comments Accepted to ACM SIGSPATIAL 2025

Polymath: A Self-Optimizing Agent with Dynamic Hierarchical Workflow

Chia-Tung Ho, Jing Gong, Xufeng Yao, Yunsheng Bai, Abhishek B Akkur, Haoxing Ren

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.AI、cs.LG

Comments 18 pages, 12 figures, under review for AAAI2026

NomicLaw: Emergent Trust and Strategic Argumentation in LLMs During Collaborative Law-Making

Asutosh Hota, Jussi P. P. Jokinen

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

Cross-LoRA: A Data-Free LoRA Transfer Framework across Heterogeneous LLMs

Feifan Xia, Mingyang Liao, Yuyang Fang, Defang Li, Yantong Xie, Weikang Li, Yang Li, Deguo Xia, Jizhou Huang

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

DART: Dual Adaptive Refinement Transfer for Open-Vocabulary Multi-Label Recognition

Haijing Liu, Tao Pu, Hefeng Wu, Keze Wang, Liang Lin

机构 * Sun Yat-sen University（中山大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Comments Accepted by ACM MM 2025