AI 大模型

大模型推理能力

大模型数学、逻辑、规划、多步推理和测试时计算能力。

2025-09-26 至 2025-09-26 共收录 5 篇信号源：cs.CL, cs.AI, cs.LG

1. 数学推理 5 篇

2509.21070 2025-09-26 cs.LG cs.AI cs.CL 82%

ScaleDiff: Scaling Difficult Problems for Advanced Mathematical Reasoning

Qizhi Pei, Zhuoshi Pan, Honglin Lin, Xin Gao, Yu Li, Zinan Tang, Conghui He, Rui Yan, Lijun Wu

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学耿丽学校）； OpenDataLab, Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）； Tsinghua University（清华大学）； School of Artificial Intelligence, Wuhan University（武汉大学人工智能学院）

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

Comments 15 pages

2509.19249 2025-09-26 cs.CL cs.AI cs.LG 67%

Reinforcement Learning on Pre-Training Data

Siheng Li, Kejiao Li, Zenan Xu, Guanhua Huang, Evander Yang, Kun Li, Haoyuan Wu, Jiajia Wu, Zihao Zheng, Chenchen Zhang, Kun Shi, Kyrierl Deng, Qi Yi, Ruibin Xiong, Tingqiang Xu, Yuhao Jiang, Jianfeng Yan, Yuyuan Zeng, Guanghui Xu, Jinbao Xue, Zhijiang Xu, Zheng Fang, Shuai Li, Qibin Liu, Xiaoxue Li, Zhuoyu Li, Yangyu Tao, Fei Gao, Cheng Jiang, Bo Chao Wang, Kai Liu, Jianchen Zhu, Wai Lam, Wayyt Wang, Bo Zhou, Di Wang

机构 * LLM Department, Tencent（腾讯大模型部门）； HunYuan Infra Team（文心一言基础设施团队）； The Chinese University of Hong Kong（香港中文大学）

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

Comments Work in progress

2506.14407 2025-09-26 cs.CL cs.AI 62%

ImpliRet: Benchmarking the Implicit Fact Retrieval Challenge

Zeinab Sadat Taghavi, Ali Modarressi, Yunpu Ma, Hinrich Schütze

机构 * Center for Information and Language Processing, LMU Munich（信息与语言处理中心，慕尼黑大学）； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心（MCML））

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

2502.11771 2025-09-26 cs.CL cs.AI 62%

The Validation Gap: A Mechanistic Analysis of How Language Models Compute Arithmetic but Fail to Validate It

Leonardo Bertolazzi, Philipp Mondorf, Barbara Plank, Raffaella Bernardi

机构 * DISI, University of Trento（特伦托大学DISI中心）； MaiNLP, Center for Information and Language Processing, LMU Munich（慕尼黑大学信息与语言处理中心）； Munich Center for Machine Learning (MCML), Munich, Germany（慕尼黑机器学习中心）； Free University of Bozen-Bolzano, Italy（博兹纳自由大学）

专题命中数学推理：self-correction(abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2025 Main, 38 pages, 33 figures

2509.21164 2025-09-26 cs.LG 57%

Mixture of Thoughts: Learning to Aggregate What Experts Think, Not Just What They Say

Jacob Fein-Ashley, Dhruv Parikh, Rajgopal Kannan, Viktor Prasanna

专题命中数学推理：reasoning(abstract)；分类 cs.LG