大模型推理能力

Chain-of-Thought Driven Adversarial Scenario Extrapolation for Robust Language Models

Md Rafi Ur Rashid, Vishnu Asutosh Dasu, Ye Wang, Gang Tan, Shagufta Mehnaz

专题命中 测试时计算 ：chain-of-thought(title,abstract)；reasoning(abstract)；CoT(abstract)；分类 cs.CL

Comments 19 pages, 5 figures. Accepted in AAAI 2026

Socrates-Mol: Self-Oriented Cognitive Reasoning through Autonomous Trial-and-Error with Empirical-Bayesian Screening for Molecules

Xiangru Wang, Zekun Jiang, Heng Yang, Cheng Tan, Xingying Lan, Chunming Xu, Tianhang Zhou

机构 * State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), Beijing 102249, China（石油加工国家重点实验室，中国石油大学（北京）） ； Shanghai AI Laboratory,L1 Building, International Media Port, No. 129 Longwen Road, Xuhui District, Shanghai（上海人工智能实验室） ； College of Energy Innovation, China University of Petroleum (Beijing), Beijing 102249, China（能源创新学院，中国石油大学（北京）） 纠错

专题命中 测试时计算 ：reasoning(title)；分类 cs.LG

Data Value in the Age of Scaling: Understanding LLM Scaling Dynamics Under Real-Synthetic Data Mixtures

Haohui Wang, Jingyuan Qi, Jianpeng Chen, Jun Wu, Lifu Huang, Lecheng Zheng, Kevin Choi, Balaji Veeramani, Edward Bowen, Alison Hu, Tyler Cody, Dawei Zhou

机构 * Virginia Tech（弗吉尼亚理工大学） ； Michigan State University（密歇根州立大学） ； University of California, Davis（加州大学戴维斯分校） ； Deloitte（德勤） 纠错

专题命中 测试时计算 ：reasoning(abstract)；分类 cs.AI、cs.LG

FunReason-MT Technical Report: Advanced Data Synthesis Solution for Real-world Multi-Turn Tool-use

Zengzhuang Xu, Bingguang Hao, Zechuan Wang, Yuntao Wen, Xinyi Xu, Yang Liu, Long Chen, Dong Wang, Maolin Wang, Tong Zhao, Yicheng Chen, Cunyin Peng, Jinjie Gu, Leilei Gan, Xiangyu Zhao, Chenyi Zhuang, Shi Gu

机构 * Zhejiang University（浙江大学） ； City University of Hong Kong（香港城市大学） 纠错

专题命中 测试时计算 ：CoT(abstract)；分类 cs.AI

Small Models, Big Support: A Local LLM Framework for Educator-Centric Content Creation and Assessment with RAG and CAG

Zarreen Reza, Alexander Mazur, Michael T. Dugdale, Robin Ray-Chaudhuri

专题命中 测试时计算 ：verifier(abstract)；分类 cs.AI