大模型推理能力

Pentest-R1: Towards Autonomous Penetration Testing Reasoning Optimized via Two-Stage Reinforcement Learning

He Kong, Die Hu, Jingguo Ge, Liangxiong Li, Hui Li, Tong Li

机构 * State Key Laboratory of Cyberspace Security Defense, Institute of Information Engineering, Chinese Academy of Sciences（中国科学院网络空间安全防御重点实验室，信息工程研究所） ； School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络与安全学院） 纠错

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

MTIR-SQL: Multi-turn Tool-Integrated Reasoning Reinforcement Learning for Text-to-SQL

Zekun Xu, Siyu Xia, Chuhuai Yue, Jiajun Chai, Mingxue Tian, Xiaohan Wang, Wei Lin, Haoxuan Li, Guojun Yin

机构 * Meituan（美团） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Beijing Institute of Technology（北京理工大学） ； Shanghai Jiao Tong University（上海交通大学） ； Peking University（北京大学） 纠错

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

H3M-SSMoEs: Hypergraph-based Multimodal Learning with LLM Reasoning and Style-Structured Mixture of Experts

Peilin Tan, Liang Xie, Churan Zhi, Dian Tu, Chuanqi Shi

机构 * University of California, San Diego（加州大学圣迭戈分校） ； Wuhan University of Technology（武汉科技大学） 纠错

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

FT-ARM: Fine-Tuned Agentic Reflection Multimodal Language Model for Pressure Ulcer Severity Classification with Reasoning

Reza Saadati Fard, Emmanuel Agu, Palawat Busaranuvong, Deepak Kumar, Shefalika Gautam, Bengisu Tulu, Diane Strong, Lorraine Loretz

机构 * Worcester Polytechnic Institute（沃斯特理工学院） 纠错

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

Spontaneous Giving and Calculated Greed in Language Models

Yuxuan Li, Hirokazu Shirado

机构 * School of Computer Science Carnegie Mellon University（计算机科学学院卡内基梅隆大学） 纠错

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

Comments Accepted to EMNLP 2025 main conference and selected as an Oral Presentation

Iti-Validator: A Guardrail Framework for Validating and Correcting LLM-Generated Itineraries

Shravan Gadbail, Masumi Desai, Kamalakar Karlapalem

机构 * International Institute of Information Technology（国际信息科技学院） 纠错

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

FARSIQA: Faithful and Advanced RAG System for Islamic Question Answering

Mohammad Aghajani Asl, Behrooz Minaei Bidgoli

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

Comments 37 pages, 5 figures, 10 tables. Keywords: Retrieval-Augmented Generation (RAG), Question Answering (QA), Islamic Knowledge Base, Faithful AI, Persian NLP, Multi-hop Reasoning, Large Language Models (LLMs)

AutoTRIZ: Automating Engineering Innovation with TRIZ and Large Language Models

Shuo Jiang, Weifeng Li, Yuping Qian, Yangjun Zhang, Jianxi Luo

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

Comments 28 pages, 12 figures

Journal ref Advanced Engineering Informatics 65 (2025): 103312

VDSAgents: A PCS-Guided Multi-Agent System for Veridical Data Science Automation

Yunxuan Jiang, Silan Hu, Xiaoning Wang, Yuanyuan Zhang, Xiangyu Chang

机构 * School of Management, Xi’an Jiaotong University（西安交通大学管理学院） ； School of Computing, National University of Singapore（新加坡国立大学计算机学院） ； School of Data Science and Media Intelligence, Communication University of China（中国传媒大学数据科学与媒体智能学院） ； Beijing Baixingkefu Network Technology Co., Ltd.（北京百星科技网络技术有限公司） 纠错

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

Comments 29 pages, 6 figures. Yunxuan Jiang and Silan Hu contributed equally. Code available at https://github.com/fengzer/VDSAgents . Submitted to Stat (manuscript ID: STAT-25-0222.R1, under review)

Can ChatGPT Forecast Stock Price Movements? Return Predictability and Large Language Models

Alejandro Lopez-Lira, Yuehua Tang

机构 * University of Florida（佛罗里达大学） 纠错

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

Comments Previously posted in SSRN https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4412788