大模型推理能力

Extracting OPQRST in Electronic Health Records using Large Language Models with Reasoning

Zhimeng Luo, Abhibha Gupta, Adam Frisch, Daqing He

机构 * School of Computing and Information University of Pittsburgh（计算与信息学院 西弗吉尼亚大学） ； Department of Emergency Medicine University of Pittsburgh（急诊医学系 西弗吉尼亚大学） 纠错

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

Balanced Actor Initialization: Stable RLHF Training of Distillation-Based Reasoning Models

Chen Zheng, Yiyuan Ma, Yuan Yang, Deyi Liu, Jing Liu, Zuquan Song, Yuxin Song, Cheng Ren, Hang Zhu, Xin Liu, Yiyuan Ma, Siyuan Qiao, Xun Zhou, Liang Xiang, Yonghui Wu

机构 * Peking University（北京大学） 纠错

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL

Towards a Unified Textual Graph Framework for Spectral Reasoning via Physical and Chemical Information Fusion

Jiheng Liang, Ziru Yu, Zujie Xie, Yuchen Guo, Yulan Guo, Xiangyang Yu

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.LG

Comments We need to further modify and supplement the experiment

Auto prompt sql: a resource-efficient architecture for text-to-sql translation in constrained environments

Zetong Tang, Qian Ma, Di Wu

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

Comments 4 pages,2 figures,EITCE 2025

WATCHED: A Web AI Agent Tool for Combating Hate Speech by Expanding Data

Paloma Piot, Diego Sánchez, Javier Parapar

机构 * IRLab, CITIC, Universidade da Coruña, Spain（IR实验室、CITIC、科鲁纳大学、西班牙） 纠错

专题命中 其他推理 ：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

DeepSeek performs better than other Large Language Models in Dental Cases

Hexian Zhang, Xinyu Yan, Yanqi Yang, Lijian Jin, Ping Yang, Junwen Wang

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

Comments Abstract word count: 171; Total word count: 3130; Total number of tables: 2; Total number of figures: 3; Number of references: 32

Enabling Down Syndrome Research through a Knowledge Graph-Driven Analytical Framework

Madan Krishnamurthy, Surya Saha, Pierrette Lo, Patricia L. Whetzel, Tursynay Issabekova, Jamed Ferreris Vargas, Jack DiGiovanna, Melissa A Haendel

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

SCOUT: Toward Sub-Quadratic Attention via Segment Compression for Optimized Utility in Transformers

Aref Jafari, Yuhe Fan, Benyamin Jamialahmadi, Parsa Farinneya, Boxing Chen, Marzieh S. Tahaei

机构 * AAAI Press（AAAI出版社） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Traj-MLLM: Can Multimodal Large Language Models Reform Trajectory Data Mining?

Shuo Liu, Di Yao, Yan Lin, Gao Cong, Jingping Bi

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； Department of Computer Science, Aalborg University（奥胡斯大学计算机科学系） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） 纠错

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

Comments 20 pages, 10 figures

Using LLMs for Analyzing AIS Data

Gaspard Merten, Gilles Dejaegere, Mahmoud Sakr

机构 * Data Science and Engineering Lab（数据科学与工程实验室） ； Université libre de Bruxelles（布鲁塞尔自由大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.LG

Journal ref 2025 Symposium on Maritime Informatics and Robotics (MARIS)

OmniDPO: A Preference Optimization Framework to Address Omni-Modal Hallucination

Junzhe Chen, Tianshu Zhang, Shiyu Huang, Yuwei Niu, Chao Sun, Rongzhou Zhang, Guanyu Zhou, Lijie Wen, Xuming Hu

机构 * Tsinghua University（清华大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； OpenRL ； Chongqing University（重庆大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

IPG: Incremental Patch Generation for Generalized Adversarial Patch Training

Wonho Lee, Hyunsik Na, Jisu Lee, Daeseon Choi

机构 * Department of Software（软件系） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

An Automated Attack Investigation Approach Leveraging Threat-Knowledge-Augmented Large Language Models

Rujie Dai, Peizhuo Lv, Yujiang Gui, Qiujian Lv, Yuanyuan Qiao, Yan Wang, Degang Sun, Weiqing Huang, Yingjiu Li, XiaoFeng Wang

专题命中 其他推理 ：reasoning(abstract)

Beyond Gloss: A Hand-Centric Framework for Gloss-Free Sign Language Translation

Sobhan Asasi, Mohamed Ilyas Lakhal, Ozge Mercanoglu Sincan, Richard Bowden

机构 * Center for Vision, Speech and Signal Processing (CVSSP) University of Surrey（视觉、语音和信号处理中心（CVSSP）大学学院） 纠错

专题命中 其他推理 ：reasoning(abstract)

Comments Accepted at BMVC 2025

Does Quantum Mechanics Breed Larger, More Intricate Quantum Theories? The Case for Experience-Centric Quantum Theory and the Interactome of Quantum Theories

Alireza Tavanfar, S. Alipour, A. T. Rezakhani

专题命中 其他推理 ：reasoning(abstract)

Comments 55 pages; final version

Journal ref Universe 11, 162 (2025)