大模型推理能力

CURE: Confidence-driven Unified Reasoning Ensemble Framework for Medical Question Answering

Ziad Elshaer, Essam A. Rashed

机构 * School of Information Technology and Computer Science, Nile University（信息科技与计算机科学学院，尼罗大学） ； Graduate School of Information Science, University of Hyogo（信息科学研究生院，播磨大学） ； Advanced Medical Engineering Research Institute, University of Hyogo（先进医疗工程研究所，播磨大学） 纠错

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

RareAgent: Self-Evolving Reasoning for Drug Repurposing in Rare Diseases

Lang Qin, Zijian Gan, Xu Cao, Pengcheng Jiang, Yankai Jiang, Jiawei Han, Kaishun Wu, Jintai Chen

机构 * Information Hub, The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）信息中心） ； College of Computer Science, Nankai University（南开大学计算机学院） ； Department of Computer Science, University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校计算机科学系） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

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

Revisiting Prompt Optimization with Large Reasoning Models-A Case Study on Event Extraction

Saurabh Srivastava, Ziyu Yao

机构 * George Mason University（乔治·马歇尔大学） 纠错

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

MR.Rec: Synergizing Memory and Reasoning for Personalized Recommendation Assistant with LLMs

Jiani Huang, Xingchen Zou, Lianghao Xia, Qing Li

专题命中 其他推理 ：reasoning(title,abstract)

RHINO: Guided Reasoning for Mapping Network Logs to Adversarial Tactics and Techniques with Large Language Models

Fanchao Meng, Jiaping Gui, Yunbo Li, Yue Wu

专题命中 其他推理 ：reasoning(title,abstract)

Vgent: Graph-based Retrieval-Reasoning-Augmented Generation For Long Video Understanding

Xiaoqian Shen, Wenxuan Zhang, Jun Chen, Mohamed Elhoseiny

机构 * King Abdullah University of Science and Technology（卡布斯大学） 纠错

专题命中 其他推理 ：reasoning(title,abstract)

Comments NeurIPS 2025 (Spotlight). Webpage at https://xiaoqian-shen.github.io/Vgent

Cross-Question Method Reuse in Large Language Models: From Word-Level Prediction to Rational Logical-Layer Reasoning

Hong Su

机构 * School of Computer Science, Chengdu University of Information Technology（信息工程大学计算机科学学院） 纠错

专题命中 其他推理 ：reasoning(title)；分类 cs.CL

Automated Extraction of Protocol State Machines from 3GPP Specifications with Domain-Informed Prompts and LLM Ensembles

Miao Zhang, Runhan Feng, Hongbo Tang, Yu Zhao, Jie Yang, Hang Qiu, Qi Liu

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

Agentic NL2SQL to Reduce Computational Costs

Dominik Jehle, Lennart Purucker, Frank Hutter

机构 * University of Freiburg（弗赖堡大学） ； Prior Labs（Prior公司） ； ELLIS Institute（ELLIS研究所） ； Tübingen University of Freiburg（弗赖堡大学图宾根分校） 纠错

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

Comments Accepted at the NeurIPS 2025 Workshop on Efficient Reasoning. 10 pages, 11 figures

Efficient Parallel Samplers for Recurrent-Depth Models and Their Connection to Diffusion Language Models

Jonas Geiping, Xinyu Yang, Guinan Su

机构 * ELLIS Institute Tübingen & Max-Planck Institute for Intelligent Systems, Tübingen AI Center（图宾根ELLIS研究所及图宾根马克斯·普朗克智能系统研究所AI中心） 纠错

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

Comments Code can be found at https://github.com/seal-rg/recurrent-pretraining

Informed Routing in LLMs: Smarter Token-Level Computation for Faster Inference

Chao Han, Yijuan Liang, Zihao Xuan, Daokuan Wu, Wei Zhang, Xiaoyu Shen

机构 * Institute of Digital Twin, Eastern Institute of Technology（数字孪生研究所、东部技术研究院） ； University of Science and Technology of China（中国科学技术大学） ； The Hong Kong University of Science and Technology（香港科技大学） 纠错

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

Coder as Editor: Code-driven Interpretable Molecular Optimization

Wenyu Zhu, Chengzhu Li, Xiaohe Tian, Yifan Wang, Yinjun Jia, Jianhui Wang, Bowen Gao, Ya-Qin Zhang, Wei-Ying Ma, Yanyan Lan

机构 * Institute for AI Industry Research, Tsinghua University（人工智能产业研究院，清华大学） ； Department of Computer Science and Technology, Tsinghua University（计算机科学与技术系，清华大学） ； School of Pharmaceutical Sciences, Peking University（北京大学药学院） ； University of Electronic Science and Technology of China（电子科技大学） 纠错

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

Investigating Political and Demographic Associations in Large Language Models Through Moral Foundations Theory

Nicole Smith-Vaniz, Harper Lyon, Lorraine Steigner, Ben Armstrong, Nicholas Mattei

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

A2AS: Agentic AI Runtime Security and Self-Defense

Eugene Neelou, Ivan Novikov, Max Moroz, Om Narayan, Tiffany Saade, Mika Ayenson, Ilya Kabanov, Jen Ozmen, Edward Lee, Vineeth Sai Narajala, Emmanuel Guilherme Junior, Ken Huang, Huseyin Gulsin, Jason Ross, Marat Vyshegorodtsev, Adelin Travers, Idan Habler, Rahul Jadav

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