大模型推理能力

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Yang Sui, Yu-Neng Chuang, Guanchu Wang, Jiamu Zhang, Tianyi Zhang, Jiayi Yuan, Hongyi Liu, Andrew Wen, Shaochen Zhong, Na Zou, Hanjie Chen, Xia Hu

机构 * Rice University（里士大学） ； University of Houston（休斯顿大学） 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

Comments Accepted by TMLR 2025. Project website: https://github.com/Eclipsess/Awesome-Efficient-Reasoning-LLMs

XFinBench: Benchmarking LLMs in Complex Financial Problem Solving and Reasoning

Zhihan Zhang, Yixin Cao, Lizi Liao

机构 * School of Computing and Information Systems, Singapore Management University（计算与信息系统学院，新加坡管理大学） ； Institute of Trustworthy Embodied AI, Fudan University（可信具身人工智能研究院，复旦大学） 纠错

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

Benchmarking the Legal Reasoning of LLMs in Arabic Islamic Inheritance Cases

Nouar AlDahoul, Yasir Zaki

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

Comments 5 pages, 3 figures

A Simple "Try Again" Can Elicit Multi-Turn LLM Reasoning

Licheng Liu, Zihan Wang, Linjie Li, Chenwei Xu, Yiping Lu, Han Liu, Avirup Sil, Manling Li

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

A Probabilistic Inference Scaling Theory for LLM Self-Correction

Zhe Yang, Yichang Zhang, Yudong Wang, Ziyao Xu, Junyang Lin, Zhifang Sui

机构 * State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University（多媒体信息处理国家重点实验室，计算机学院，北京大学） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 复杂问题求解 ：self-correction(title,abstract)；分类 cs.CL

Comments EMNLP 2025 Main

Hierarchical Vision-Language Reasoning for Multimodal Multiple-Choice Question Answering

Ao Zhou, Zebo Gu, Tenghao Sun, Jiawen Chen, Mingsheng Tu, Zifeng Cheng, Yafeng Yin, Zhiwei Jiang, Qing Gu

机构 * State Key Laboratory for Novel Software Technology, Nanjing University（新型软件技术国家重点实验室，南京大学） ； Chongqing University of Posts and Telecommunications（重庆邮电大学） 纠错

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

Comments This paper has been accepted by ACM MM 2025

VT-LVLM-AR: A Video-Temporal Large Vision-Language Model Adapter for Fine-Grained Action Recognition in Long-Term Videos

Kaining Li, Shuwei He, Zihan Xu

机构 * Xidian University（西电大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)