MathScale: Scaling Instruction Tuning for Mathematical Reasoning

MathScale: Scaling Instruction Tuning for Mathematical Reasoning

5 March 2024

Papers citing "MathScale: Scaling Instruction Tuning for Mathematical Reasoning"

13 / 13 papers shown

Title
Efficient Reasoning for LLMs through Speculative Chain-of-Thought Jikai Wang J. Li Lijun Wu M. Zhang LLMAG LRM 59 1 0 27 Apr 2025
Preference Optimization for Reasoning with Pseudo Feedback Fangkai Jiao Geyang Guo Xingxing Zhang Nancy F. Chen Shafiq R. Joty Furu Wei LRM 95 8 0 17 Feb 2025
Teaching LLMs According to Their Aptitude: Adaptive Reasoning for Mathematical Problem Solving Xin Xu Yan Xu Tianhao Chen Yuchen Yan Chengwu Liu ... Y. Wang Yichun Yin Y. Wang Lifeng Shang Q. Liu LRM 50 2 0 17 Feb 2025
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Xin Xu Qiyun Xu Tong Xiao Tianhao Chen Yuchen Yan Jiaxin Zhang Shizhe Diao Can Yang Yang Wang ELM LRM AI4CE 71 2 0 01 Feb 2025
Unraveling Arithmetic in Large Language Models: The Role of Algebraic Structures Fu-Chieh Chang Pei-Yuan Wu Pei-Yuan Wu LRM 84 1 0 25 Nov 2024
UTMath: Math Evaluation with Unit Test via Reasoning-to-Coding Thoughts Bo Yang Qingping Yang Runtao Liu Runtao Liu LRM ReLM ELM AIMat 57 1 0 11 Nov 2024
Number Cookbook: Number Understanding of Language Models and How to Improve It Haotong Yang Yi Hu Shijia Kang Zhouchen Lin Muhan Zhang LRM 39 2 0 06 Nov 2024
TPO: Aligning Large Language Models with Multi-branch & Multi-step Preference Trees Weibin Liao Xu Chu Yasha Wang LRM 28 6 0 10 Oct 2024
Differential Transformer Tianzhu Ye Li Dong Yuqing Xia Yutao Sun Yi Zhu Gao Huang Furu Wei 28 0 0 07 Oct 2024
Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification Zhenwen Liang Ye Liu Tong Niu Xiangliang Zhang Yingbo Zhou Semih Yavuz LRM 19 17 0 05 Oct 2024
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning Jin Jiang Yuchen Yan Yang Liu Yonggang Jin Shuai Peng M. Zhang Xunliang Cai Yixin Cao Liangcai Gao Zhi Tang LRM 30 3 0 19 Sep 2024
FRoG: Evaluating Fuzzy Reasoning of Generalized Quantifiers in Large Language Models Yiyuan Li Shichao Sun Pengfei Liu LRM 41 0 0 01 Jul 2024
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022