大模型推理能力

KG-Augmented Executable CoT for Mathematical Coding

Xingyu Chen, Junxiu An, Jun Guo, Li Wang, Jingcai Guo

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

Comments 9 pages,2figures,6 tables

Principled Understanding of Generalization for Generative Transformer Models in Arithmetic Reasoning Tasks

Xingcheng Xu, Zibo Zhao, Haipeng Zhang, Yanqing Yang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； ShanghaiTech University（上海科技大学） ； University of Hong Kong（香港大学） ； Fudan University（复旦大学） 纠错

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

Comments Accepted by the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025), Main Conference

Journal ref Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2025

SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

Weihao Zeng, Yuzhen Huang, Qian Liu, Wei Liu, Keqing He, Zejun Ma, Junxian He

专题命中 数学推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Published as a conference paper at COLM 2025

Causal Reward Adjustment: Mitigating Reward Hacking in External Reasoning via Backdoor Correction

Ruike Song, Zeen Song, Huijie Guo, Wenwen Qiang

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

COPO: Consistency-Aware Policy Optimization

Jinghang Han, Jiawei Chen, Hang Shao, Hao Ma, Mingcheng Li, Xintian Shen, Lihao Zheng, Wei Chen, Tao Wei, Lihua Zhang

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

A Comparative Study of Specialized LLMs as Dense Retrievers

Hengran Zhang, Keping Bi, Jiafeng Guo

机构 * Key Laboratory of Network Data Science and Technology（网络数据科学与技术重点实验室） ； Institute of Computing Technology（计算技术研究所） ； Chinese Academy of Sciences（中国科学院） ； State Key Laboratory of AI Safety（人工智能安全国家重点实验室） ； University of Chinese Academy of Science（中国科学院大学） 纠错

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

Comments Accepted by CCIR25 and published by Springer LNCS or LNAI

Large Language Model's Multi-Capability Alignment in Biomedical Domain

Wentao Wu, Linqing Chen, Hanmeng Zhong, Weilei Wang

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