大模型推理能力

StepChain GraphRAG: Reasoning Over Knowledge Graphs for Multi-Hop Question Answering

Tengjun Ni, Xin Yuan, Shenghong Li, Kai Wu, Ren Ping Liu, Wei Ni, Wenjie Zhang

机构 * University of Technology Sydney, Australia（澳大利亚技术大学） ； Data61, CSIRO, Australia（数据61，CSIRO） ； School of Engineering, Edith Cowan University, Australia（埃迪斯·科温大学工程学院） ； University of New South Wales, Australia（新南威尔士大学） 纠错

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

SoT: Structured-of-Thought Prompting Guides Multilingual Reasoning in Large Language Models

Rui Qi, Zhibo Man, Yufeng Chen, Fengran Mo, Jinan Xu, Kaiyu Huang

机构 * Key Laboratory of Big Data & Artificial Intelligence in Transportation (Beijing Jiaotong University), Ministry of Education（大数据与人工智能交通 key laboratory（北京交通大学）） ； School of Computer Science and Technology, Beijing Jiaotong University（计算机科学与技术学院（北京交通大学）） ； University of Montreal（蒙特利尔大学） 纠错

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

Comments EMNLP 2025 (findings)

Agent-ScanKit: Unraveling Memory and Reasoning of Multimodal Agents via Sensitivity Perturbations

Pengzhou Cheng, Lingzhong Dong, Zeng Wu, Zongru Wu, Xiangru Tang, Chengwei Qin, Zhuosheng Zhang, Gongshen Liu

机构 * Shanghai Jiao Tong University（上海交通大学） ； Yale University（耶鲁大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） 纠错

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

Comments 23 pages, 10 figures, 7 tables

Orchestrating Human-AI Teams: The Manager Agent as a Unifying Research Challenge

Charlie Masters, Advaith Vellanki, Jiangbo Shangguan, Bart Kultys, Jonathan Gilmore, Alastair Moore, Stefano V. Albrecht

机构 * DeepFlow（深流） 纠错

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

Comments Accepted as an oral paper for the conference for Distributed Artificial Intelligence (DAI 2025). 8 pages, 2 figures

TravelBench : Exploring LLM Performance in Low-Resource Domains

Srinivas Billa, Xiaonan Jing

机构 * Expedia Group（Expedia集团） 纠错

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

Comments 10 pages, 3 figures

Continuous Thought Machines

Luke Darlow, Ciaran Regan, Sebastian Risi, Jeffrey Seely, Llion Jones

机构 * Sakana AI ； University of Tsukuba（东京大学） ； IT University of Copenhagen（哥本哈根IT大学） 纠错

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

Comments Technical report accompanied by online project page: https://pub.sakana.ai/ctm/ Accepted as a spotlight paper at NeurIPS 2025

Primus: A Pioneering Collection of Open-Source Datasets for Cybersecurity LLM Training

Yao-Ching Yu, Tsun-Han Chiang, Cheng-Wei Tsai, Chien-Ming Huang, Wen-Kwang Tsao

机构 * AI Lab, TrendMicro（TrendMicro人工智能实验室） 纠错

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

Comments Accepted to EMNLP 2025

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

Rakesh Thakur, Yusra Tariq, Rakesh Chandra Joshi

机构 * Amity University（阿米蒂大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Comments 12 pages (9 main + 2 references/appendix), 2 figures, conference paper submitted to ICLR 2026

AudioStory: Generating Long-Form Narrative Audio with Large Language Models

Yuxin Guo, Teng Wang, Yuying Ge, Shijie Ma, Yixiao Ge, Wei Zou, Ying Shan

机构 * School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； ARC Lab, Tencent PCG（腾讯PCG ARC实验室） ； MAIS, Institute of Automation, CAS, Beijing（自动化研究所北京研究所MAIS） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)