大模型推理能力

In-Token Rationality Optimization: Towards Accurate and Concise LLM Reasoning via Self-Feedback

Mingye Zhu, Yi Liu, Zheren Fu, Quan Wang, Yongdong Zhang

专题命中 数学推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL

Comments AAAI 2026 Oral

HierRouter: Coordinated Routing of Specialized Large Language Models via Reinforcement Learning

Nikunj Gupta, Bill Guo, Rajgopal Kannan, Viktor K. Prasanna

机构 * David S. Hippocampus Department of Computer Science Cranberry-Lemon University（Cranberry-Lemon大学计算机科学系） ； University of Southern California（南加州大学） ； DEVCOM Army Research Office（陆军研究办公室） 纠错

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

EnchTable: Unified Safety Alignment Transfer in Fine-tuned Large Language Models

Jialin Wu, Kecen Li, Zhicong Huang, Xinfeng Li, Xiaofeng Wang, Cheng Hong

机构 * Ant Group（蚂蚁集团） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.CL

Comments Accepted by IEEE Symposium on Security and Privacy (S&P) 2026

WaterMod: Modular Token-Rank Partitioning for Probability-Balanced LLM Watermarking

Shinwoo Park, Hyejin Park, Hyeseon Ahn, Yo-Sub Han

专题命中 数学推理 ：reasoning(abstract)；分类 cs.AI

Comments AAAI 2026 (Oral). This is the extended preprint of the copyrighted version at AAAI