大模型推理能力

Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL

Haoyang He, Zihua Rong, Kun Ji, Chenyang Li, Qing Huang, Chong Xia, Lan Yang, Honggang Zhang

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；chain-of-thought(title,abstract)；CoT(abstract)；分类 cs.AI

Teaching AI Stepwise Diagnostic Reasoning with Report-Guided Chain-of-Thought Learning

Yihong Luo, Wenwu He, Zhuo-Xu Cui, Dong Liang

机构 * Fujian University of Technology（福建工程学院） ； Fujian Provincial Key Laboratory of Big Data Mining and Applications（福建省大数据挖掘与应用重点实验室） ； Key Laboratory of Biomedical Imaging Science and System, Chinese Academy of Sciences（生物医学成像科学与系统重点实验室，中国科学院） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；chain-of-thought(title,abstract)；分类 cs.AI

Reasoning Language Model for Personalized Lung Cancer Screening

Chuang Niu, Ge Wang

机构 * Department of Biomedical Engineering, School of Engineering, Center for Computational Innovations, Center for Biotechnology & Interdisciplinary Studies（生物医学工程系、工程学院、计算创新中心、生物技术与跨学科研究所以及中心） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Reverse-Engineered Reasoning for Open-Ended Generation

Haozhe Wang, Haoran Que, Qixin Xu, Minghao Liu, Wangchunshu Zhou, Jiazhan Feng, Wanjun Zhong, Wei Ye, Tong Yang, Wenhao Huang, Ge Zhang, Fangzhen Lin

机构 * Hong Kong University of Science and Technology（香港科技大学） ； Peking University（北京大学） ； Tsinghua University（清华大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Preprint

CVPD at QIAS 2025 Shared Task: An Efficient Encoder-Based Approach for Islamic Inheritance Reasoning

Salah Eddine Bekhouche, Abdellah Zakaria Sellam, Hichem Telli, Cosimo Distante, Abdenour Hadid

机构 * University of the Basque Country UPV/EHU（巴斯克大学UPV/EHU） ； Institute of Applied Sciences and Intelligent Systems – CNR（应用科学与智能系统研究所 – CNR） ； Laboratory of LESIA, University of Biskra（LESIA实验室，比斯克拉大学） ； Sorbonne University Abu Dhabi, UAE（阿布扎赫尔索邦大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

REVEAL -- Reasoning and Evaluation of Visual Evidence through Aligned Language

Ipsita Praharaj, Yukta Butala, Badrikanath Praharaj, Yash Butala

机构 * Carnegie Mellon University（卡内基梅隆大学） ； VIT Bhopal（维捷商学院） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments 4 pages, 6 figures, International Conference on Computer Vision, ICCV 2025

Evaluation of Large Language Models for Anomaly Detection in Autonomous Vehicles

Petros Loukas, David Bassir, Savvas Chatzichristofis, Angelos Amanatiadis

机构 * Democritus University of Thrace（德米特里乌斯大学） ； Dongguan University of Technology（东莞理工大学） ； ENS-Paris-Saclay University（巴黎-萨克雷大学） ； Neapolis University Pafos（纳皮奥斯大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

BeSimulator: A Large Language Model Powered Text-based Behavior Simulator

Jianan Wang, Bin Li, Jingtao Qi, Xueying Wang, Fu Li, Hanxun Li

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） ； Intelligent Game and Decision Lab (IGDL)（智能游戏与决策实验室） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 19 pages, 5 figures, 8 tables

ResearchArena: Benchmarking Large Language Models' Ability to Collect and Organize Information as Research Agents

Hao Kang, Chenyan Xiong

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Transforming Wearable Data into Personal Health Insights using Large Language Model Agents

Mike A. Merrill, Akshay Paruchuri, Naghmeh Rezaei, Geza Kovacs, Javier Perez, Yun Liu, Erik Schenck, Nova Hammerquist, Jake Sunshine, Shyam Tailor, Kumar Ayush, Hao-Wei Su, Qian He, Cory Y. McLean, Mark Malhotra, Shwetak Patel, Jiening Zhan, Tim Althoff, Daniel McDuff, Xin Liu

机构 * Google Research（谷歌研究） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 53 pages, 7 main figures, 2 main tables, accepted to Nature Communications

PillagerBench: Benchmarking LLM-Based Agents in Competitive Minecraft Team Environments

Olivier Schipper, Yudi Zhang, Yali Du, Mykola Pechenizkiy, Meng Fang

机构 * Department of Mathematics and Computer Science, Eindhoven University of Technology（埃因霍温理工大学数学与计算机科学系） ； Department of Informatics, King’s College London（伦敦国王学院信息学系） ； Department of Computer Science, University of Liverpool（利物浦大学计算机科学系） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI

Comments for the source code, see https://github.com/aialt/PillagerBench

Journal ref 2025 IEEE Conference on Games (CoG), Lisbon, Portugal, 2025, pp. 1-15

Exploring the Limits of Large Language Models: A Systematic Evaluation of Masked Text Processing Ability through MskQA and MskCal

Fuka Matsuzaki, Haru-Tada Sato

机构 * Department of Data Science（数据科学系） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL

Comments 19 pages

GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation

Qianheng Zhang, Song Gao, Chen Wei, Yibo Zhao, Ying Nie, Ziru Chen, Shijie Chen, Yu Su, Huan Sun

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； The Ohio State University（俄亥根州立大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI

Comments 34 pages, 8 figures

Journal ref Transactions in GIS, 2025