大模型推理能力

ReaLM: Reflection-Enhanced Autonomous Reasoning with Small Language Models

Yuanfeng Xu, Zehui Dai, Jian Liang, Jiapeng Guan, Guangrun Wang, Liang Lin, Xiaohui Lv

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

Comments 16pages, 3 figures

Overcoming Knowledge Discrepancies: Structuring Reasoning Threads through Knowledge Balancing in Interactive Scenarios

Daniel Burkhardt, Xiangwei Cheng

机构 * Ferdinand Steinbeis Institute（费尔迪南·斯坦贝茨研究所） 纠错

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

Comments 13 pages, 1 figure, 6 tables

Ovis2.5 Technical Report

Shiyin Lu, Yang Li, Yu Xia, Yuwei Hu, Shanshan Zhao, Yanqing Ma, Zhichao Wei, Yinglun Li, Lunhao Duan, Jianshan Zhao, Yuxuan Han, Haijun Li, Wanying Chen, Junke Tang, Chengkun Hou, Zhixing Du, Tianli Zhou, Wenjie Zhang, Huping Ding, Jiahe Li, Wen Li, Gui Hu, Yiliang Gu, Siran Yang, Jiamang Wang, Hailong Sun, Yibo Wang, Hui Sun, Jinlong Huang, Yuping He, Shengze Shi, Weihong Zhang, Guodong Zheng, Junpeng Jiang, Sensen Gao, Yi-Feng Wu, Sijia Chen, Yuhui Chen, Qing-Guo Chen, Zhao Xu, Weihua Luo, Kaifu Zhang

机构 * Alibaba Group（阿里巴巴集团） 纠错

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

Towards Open-Ended Emotional Support Conversations in LLMs via Reinforcement Learning with Future-Oriented Rewards

Ting Yang, Li Chen, Huimin Wang

机构 * Hong Kong Baptist University（香港 Baptist 大学） ； Jarvis Lab（Jarvis 实验室） 纠错

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

Q-FSRU: Quantum-Augmented Frequency-Spectral Fusion for Medical Visual Question Answering

Rakesh Thakur, Yusra Tariq

机构 * Amity Centre for Artificial Intelligence, Amity University, Noida（阿米蒂人工智能中心，阿米蒂大学，诺伊达） 纠错

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

Comments 8 pages, 4 figures Submitted to AAAI 26

Improving LLM Agents with Reinforcement Learning on Cryptographic CTF Challenges

Lajos Muzsai, David Imolai, András Lukács

机构 * Eötvös Loránd University, Institute of Mathematics, AI Research Group（埃奥武斯·洛尔兰大学数学学院人工智能研究组） 纠错

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

Comments 13 pages, 2 figures

Chart-CoCa: Self-Improving Chart Understanding of Vision LMs via Code-Driven Synthesis and Candidate-Conditioned Answering

Gongyao Jiang, Qiong Luo

机构 * The Hong Kong University of Science 纠错

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

Comments Accepted to CIKM 2025

From Trial-and-Error to Improvement: A Systematic Analysis of LLM Exploration Mechanisms in RLVR

Jia Deng, Jie Chen, Zhipeng Chen, Daixuan Cheng, Fei Bai, Beichen Zhang, Yinqian Min, Yanzipeng Gao, Wayne Xin Zhao, Ji-Rong Wen

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（北京理工大学人工智能学院） 纠错

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

Comments 27pages,25figures. arXiv admin note: text overlap with arXiv:2508.02260

DeCoT: Decomposing Complex Instructions for Enhanced Text-to-Image Generation with Large Language Models

Xiaochuan Lin, Xiangyong Chen, Xuan Li, Yichen Su

机构 * Henan Polytechnic University（河南理工大学） 纠错

专题命中 复杂问题求解 ：CoT(abstract)