大模型推理能力

Fine-Tuned Thoughts: Leveraging Chain-of-Thought Reasoning for Industrial Asset Health Monitoring

Shuxin Lin, Dhaval Patel, Christodoulos Constantinides

机构 * IBM Research（IBM研究院） 纠错

专题命中 规划推理 ：reasoning(title,abstract)；chain-of-thought(title,abstract)；CoT(abstract)；分类 cs.CL、cs.AI

Comments Accepted at EMNLP 2025

MATRIX: Multimodal Agent Tuning for Robust Tool-Use Reasoning

Tajamul Ashraf, Umair Nawaz, Abdelrahman M. Shaker, Rao Anwer, Philip Torr, Fahad Shahbaz Khan, Salman Khan

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

Comments We have come across a recent approach that has not been properly attributed at the time of submission and compared in a fair setting. Therefore, we would like to withdraw the paper to address these concerns

Segment Policy Optimization: Effective Segment-Level Credit Assignment in RL for Large Language Models

Yiran Guo, Lijie Xu, Jie Liu, Dan Ye, Shuang Qiu

机构 * Institute of Software, Chinese Academy of Sciences（中国科学院软件研究所） ； University of Chinese Academy of Sciences（中国科学院大学） ； City University of Hong Kong（香港城市大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted at NeurIPS 2025

Cryo-RL: automating prostate cancer cryoablation planning with reinforcement learning

Trixia Simangan, Ahmed Nadeem Abbasi, Yipeng Hu, Shaheer U. Saeed

机构 * UCL Hawkes Institute \& Department of Medical Physics ； Biomedical Engineering, University College London, United Kingdom Aga Khan University Hospital, Pakistan Centre for Bioengineering \& School of Engineering ； Materials Science \& Digital Environment Research Institute, Queen Mary University of London, United Kingdom 纠错

专题命中 规划推理 ：planning(title,abstract)

Comments Accepted at MICAD (Medical Imaging and Computer-Aided Diagnosis) 2025

Retrieval-in-the-Chain: Bootstrapping Large Language Models for Generative Retrieval

Yingchen Zhang, Ruqing Zhang, Jiafeng Guo, Wenjun Peng, Sen Li, Fuyu Lv

专题命中 规划推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)

The Challenge of Achieving Attributability in Multilingual Table-to-Text Generation with Question-Answer Blueprints

Aden Haussmann

机构 * The University of Edinburgh（爱丁堡大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.CL、cs.AI、cs.LG

PowerChain: A Verifiable Agentic AI System for Automating Distribution Grid Analyses

Emmanuel O. Badmus, Peng Sang, Dimitrios Stamoulis, Amritanshu Pandey

机构 * Dept. of Electrical and Biomedical Engineering, The University of Vermont（维珍尼亚大学电气与生物医学工程系） ； Dept. of Electrical and Computer Engineering, The University of Texas at Austin（德克萨斯大学奥斯汀分校电气与计算机工程系） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Explaining Large Language Models with gSMILE

Zeinab Dehghani, Mohammed Naveed Akram, Koorosh Aslansefat, Adil Khan, Yiannis Papadopoulos

机构 * University of Hull（赫尔大学） ； Fraunhofer IESE（弗劳恩霍夫研究所） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Glyph: Scaling Context Windows via Visual-Text Compression

Jiale Cheng, Yusen Liu, Xinyu Zhang, Yulin Fei, Wenyi Hong, Ruiliang Lyu, Weihan Wang, Zhe Su, Xiaotao Gu, Xiao Liu, Yushi Bai, Jie Tang, Hongning Wang, Minlie Huang

机构 * The Conversational Artificial Intelligence (CoAI) Group, Tsinghua University（清华大学对话人工智能（CoAI）小组） ； Zhipu AI（智谱AI） ； The Knowledge Engineering Group (KEG), Tsinghua University（清华大学知识工程小组（KEG）） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

On AI Verification in Open RAN

Rahul Soundrarajan, Claudio Fiandrino, Michele Polese, Salvatore D'Oro, Leonardo Bonati, Tommaso Melodia

机构 * Tejas Networks ； IMDEA Networks Institute ； Northeastern University 纠错

专题命中 规划推理 ：verifier(abstract)；分类 cs.AI

LLM-Based Multi-Agent System for Simulating and Analyzing Marketing and Consumer Behavior

Man-Lin Chu, Lucian Terhorst, Kadin Reed, Tom Ni, Weiwei Chen, Rongyu Lin

机构 * School of Business（商学院） ； School of Computing and Engineering（计算与工程学院） ； Quinnipiac University（昆尼皮亚克大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI

Comments Accepted for publication at IEEE International Conference on e-Business Engineering ICEBE 2025, November 10-12, Buraydah, Saudi Arabia. 8 pages, 5 figures

Attention-Guided Deep Adversarial Temporal Subspace Clustering (A-DATSC) Model for multivariate spatiotemporal data

Francis Ndikum Nji, Vandana Janeja, Jianwu Wang

机构 * University of Maryland, Baltimore County（马里兰大学巴尔的摩县） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.LG

Comments 9 pages, under review submitted to ICLR 2025

FlySearch: Exploring how vision-language models explore

Adam Pardyl, Dominik Matuszek, Mateusz Przebieracz, Marek Cygan, Bartosz Zieliński, Maciej Wołczyk

专题命中 规划推理 ：planning(abstract)；分类 cs.LG

Comments NeurIPS 2025 Datasets and Benchmarks track

BIRD: A Trustworthy Bayesian Inference Framework for Large Language Models

Yu Feng, Ben Zhou, Weidong Lin, Dan Roth

机构 * University of Pennsylvania（宾夕法尼亚大学） ； Arizona State University（亚利桑那州立大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL

Journal ref ICLR 2025 (Oral)

Prompting the Priorities: A First Look at Evaluating LLMs for Vulnerability Triage and Prioritization

Osama Al Haddad, Muhammad Ikram, Ejaz Ahmed, Young Lee

专题命中 规划推理 ：chain-of-thought(abstract)

Comments 19 pages, 8 figures

Evaluating LLM-Based Mobile App Recommendations: An Empirical Study

Quim Motger, Xavier Franch, Vincenzo Gervasi, Jordi Marco

专题命中 规划推理 ：reasoning(abstract)

Comments Under review