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"

16 / 16 papers shown

Title
Efficient Reasoning for LLMs through Speculative Chain-of-Thought Jikai Wang J. Li Lijun Wu Hao Fei LLMAG LRM 69 2 0 27 Apr 2025
A Survey on Feedback-based Multi-step Reasoning for Large Language Models on Mathematics Ting-Ruen Wei Haowei Liu Xuyang Wu Yi Fang LRM AI4CE ReLM KELM 211 1 0 21 Feb 2025
Preference Optimization for Reasoning with Pseudo Feedback Fangkai Jiao Geyang Guo Xingxing Zhang Nancy F. Chen Chenyu You Furu Wei LRM 99 9 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 ... Yansen Wang Yichun Yin Yijiao Wang Lifeng Shang Qiang Liu LRM 75 2 0 17 Feb 2025
Learning Autonomous Code Integration for Math Language Models Haozhe Wang Long Li C. Qu Fengming Zhu Weidi Xu Wei Chu Fangzhen Lin 56 1 0 02 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 108 3 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 109 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 67 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 46 2 0 06 Nov 2024
TPO: Aligning Large Language Models with Multi-branch & Multi-step Preference Trees Weibin Liao Xu Chu Yasha Wang LRM 48 6 0 10 Oct 2024
Differential Transformer Tianzhu Ye Li Dong Yuqing Xia Yutao Sun Yi Zhu Gao Huang Furu Wei 156 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 32 17 0 05 Oct 2024
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning Jin Jiang Yuchen Yan Yang Liu Yonggang Jin Shuai Peng Hao Fei Xunliang Cai Yixin Cao Liangcai Gao Zhi Tang LRM 52 3 0 19 Sep 2024
FRoG: Evaluating Fuzzy Reasoning of Generalized Quantifiers in Large Language Models Yiyuan Li Shichao Sun Pengfei Liu LRM 59 0 0 01 Jul 2024
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning Zhihan Zhang Zhenwen Liang Wenhao Yu Dian Yu Mengzhao Jia Dong Yu Meng Jiang AIMat RALM LRM ReLM 30 12 0 17 Jun 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 395 8,495 0 28 Jan 2022