大模型推理能力

MedAlign: A Synergistic Framework of Multimodal Preference Optimization and Federated Meta-Cognitive Reasoning

Siyong Chen, Jinbo Wen, Jiawen Kang, Tenghui Huang, Xumin Huang, Yuanjia Su, Hudan Pan, Zishao Zhong, Dusit Niyato, Shengli Xie, Dong In Kim

机构 * School of Automation, Guangdong University of Technology（广东工业大学自动化学院） ； College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics（南京航空航天大学计算机科学与技术学院） ； State Key Laboratory of Traditional Chinese Medicine Syndrome, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangdong Provincial Hospital of Chinese Medicine, Guangdong Provincial Academy of Chinese Medical Sciences（广东省中医药科学院中医证候重点实验室，广州中医药大学第二附属医院，广东省中医院，广东省中医药科学院） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算机与数据科学学院） ； Department of Electrical and Computer Engineering, Sungkyunkwan University（成均馆大学电子与计算机工程系） 纠错

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

Reasoning's Razor: Reasoning Improves Accuracy but Can Hurt Recall at Critical Operating Points in Safety and Hallucination Detection

Atoosa Chegini, Hamid Kazemi, Garrett Souza, Maria Safi, Yang Song, Samy Bengio, Sinead Williamson, Mehrdad Farajtabar

机构 * Apple（苹果公司） 纠错

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

Co-Sight: Enhancing LLM-Based Agents via Conflict-Aware Meta-Verification and Trustworthy Reasoning with Structured Facts

Hongwei Zhang, Ji Lu, Shiqing Jiang, Chenxiang Zhu, Li Xie, Chen Zhong, Haoran Chen, Yurui Zhu, Yongsheng Du, Yanqin Gao, Lingjun Huang, Baoli Wang, Fang Tan, Peng Zou

机构 * Zhongxing Telecom Equipment (ZTE), China（中兴通讯设备（ZTE），中国） 纠错

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

How to Auto-optimize Prompts for Domain Tasks? Adaptive Prompting and Reasoning through Evolutionary Domain Knowledge Adaptation

Yang Zhao, Pu Wang, Hao Frank Yang

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

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

RSafe: Incentivizing proactive reasoning to build robust and adaptive LLM safeguards

Jingnan Zheng, Xiangtian Ji, Yijun Lu, Chenhang Cui, Weixiang Zhao, Gelei Deng, Zhenkai Liang, An Zhang, Tat-Seng Chua

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

Journal ref 39th Conference on Neural Information Processing Systems (NeurIPS 2025). 39th Conference on Neural Information Processing Systems (NeurIPS 2025). 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Large Language Models Meet Text-Attributed Graphs: A Survey of Integration Frameworks and Applications

Guangxin Su, Hanchen Wang, Jianwei Wang, Wenjie Zhang, Ying Zhang, Jian Pei

机构 * The University of New South Wales（新南威尔士大学） ； The University of Technology Sydney（技术大学悉尼分校） ； University of Technology Sydney（技术大学悉尼分校） ； Duke University（杜克大学） 纠错

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

Comments Surveys and overviews; Natural language processing; Knowledge representation and reasoning; Graph algorithms

ReDit: Reward Dithering for Improved LLM Policy Optimization

Chenxing Wei, Jiarui Yu, Ying Tiffany He, Hande Dong, Yao Shu, Fei Yu

机构 * Guangdong Lab of AI and Digital Economy (SZ), China（广东人工智能与数字经济实验室（深圳）） ； College of Computer Science and Software Engineering, Shenzhen University, China（深圳大学计算机科学与软件工程学院） ； Hong Kong University of Science and Technology (Guangzhou), China（香港科技大学（广州）） ； Tencent, Shenzhen, China（腾讯（深圳）） ； School of Information Technology, Carleton University, Canada（卡尔顿大学信息技术学院） 纠错

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

Comments 34 pages, 19 figures

A Hierarchical Error Framework for Reliable Automated Coding in Communication Research: Applications to Health and Political Communication

Zhilong Zhao, Yindi Liu

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

Comments Version 2: Enhanced clarification of precision-matching task characteristics and framework applicability conditions. 20 pages, 4 figures, 4 tables. Replication package available at https://doi.org/10.7910/DVN/NDXVLZ

Empirical Evidence for Alignment Faking in a Small LLM and Prompt-Based Mitigation Techniques

Jeanice Koorndijk

机构 * Seraphion Technology（塞拉菲昂技术） 纠错

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

Comments NeurIPS RegML Workshop

VL-SAE: Interpreting and Enhancing Vision-Language Alignment with a Unified Concept Set

Shufan Shen, Junshu Sun, Qingming Huang, Shuhui Wang

机构 * Key Lab of Intell. Info. Process., Inst. of Comput. Tech., CAS（智能信息处理重点实验室，计算技术研究所，中国科学院） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

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

Comments Accepted by NeurIPS 2025

The Influence of Human-inspired Agentic Sophistication in LLM-driven Strategic Reasoners

Vince Trencsenyi, Agnieszka Mensfelt, Kostas Stathis

机构 * Department of Computer Science, Royal Holloway University of London（皇家霍洛威大学计算机科学系） 纠错

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