大模型推理能力 - arXivDaily 专题

2510.21148 2025-10-27 cs.AI 79%

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）

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

2506.07736 2025-10-27 cs.AI 79%

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)

2510.21131 2025-10-27 cs.CL cs.AI cs.LG 69%

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）

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

2506.18631 2025-10-27 cs.LG cs.AI cs.CL 67%

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）

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

Comments 34 pages, 19 figures

2509.24841 2025-10-27 cs.CL cs.AI 62%

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

2506.21584 2025-10-27 cs.CL cs.AI cs.CY 62%

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）

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

Comments NeurIPS RegML Workshop

2510.21323 2025-10-27 cs.CV cs.LG 57%

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）

专题命中其他推理：reasoning(abstract)；分类 cs.LG

Comments Accepted by NeurIPS 2025

2505.09396 2025-10-27 cs.AI cs.MA 57%

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）

专题命中其他推理：reasoning(abstract)；分类 cs.AI

1. 其他推理 11 篇