MathScale: Scaling Instruction Tuning for Mathematical Reasoning Paper • 2403.02884 • Published Mar 5 • 15
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Paper • 2402.03300 • Published Feb 5 • 69
Improving Small Language Models' Mathematical Reasoning via Mix Thoughts Distillation Paper • 2401.11864 • Published Jan 22 • 2
Common 7B Language Models Already Possess Strong Math Capabilities Paper • 2403.04706 • Published Mar 7 • 16
Boosting of Thoughts: Trial-and-Error Problem Solving with Large Language Models Paper • 2402.11140 • Published Feb 17
SAAS: Solving Ability Amplification Strategy for Enhanced Mathematical Reasoning in Large Language Models Paper • 2404.03887 • Published Apr 5 • 1
Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving Paper • 2405.12205 • Published May 20
Improve Mathematical Reasoning in Language Models by Automated Process Supervision Paper • 2406.06592 • Published Jun 5 • 24
Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models Paper • 2406.17294 • Published Jun 25 • 10
DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning Paper • 2407.04078 • Published Jul 4 • 16
We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? Paper • 2407.01284 • Published Jul 1 • 75
Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning Paper • 2407.00782 • Published Jun 30 • 23
InfiMM-WebMath-40B: Advancing Multimodal Pre-Training for Enhanced Mathematical Reasoning Paper • 2409.12568 • Published Sep 19 • 47
Alchemy: Amplifying Theorem-Proving Capability through Symbolic Mutation Paper • 2410.15748 • Published 20 days ago • 12
Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward Passes Paper • 2410.16930 • Published 19 days ago • 5
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Paper • 2409.12183 • Published Sep 18 • 36
Flow-DPO: Improving LLM Mathematical Reasoning through Online Multi-Agent Learning Paper • 2410.22304 • Published 12 days ago • 14