MathScale: Scaling Instruction Tuning for Mathematical Reasoning
Paper
• 2403.02884 • Published
• 17
LLM+Math
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DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Paper • 2402.03300 • Published • 141 -
Improving Small Language Models' Mathematical Reasoning via Mix Thoughts Distillation
Paper • 2401.11864 • Published • 2 -
Common 7B Language Models Already Possess Strong Math Capabilities
Paper • 2403.04706 • Published • 18 -
Boosting of Thoughts: Trial-and-Error Problem Solving with Large Language Models
Paper • 2402.11140 • Published -
SAAS: Solving Ability Amplification Strategy for Enhanced Mathematical Reasoning in Large Language Models
Paper • 2404.03887 • Published • 1 -
Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving
Paper • 2405.12205 • Published -
Improve Mathematical Reasoning in Language Models by Automated Process Supervision
Paper • 2406.06592 • Published • 29 -
Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models
Paper • 2406.17294 • Published • 11 -
DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning
Paper • 2407.04078 • Published • 21 -
We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?
Paper • 2407.01284 • Published • 81 -
Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning
Paper • 2407.00782 • Published • 24 -
InfiMM-WebMath-40B: Advancing Multimodal Pre-Training for Enhanced Mathematical Reasoning
Paper • 2409.12568 • Published • 50 -
Alchemy: Amplifying Theorem-Proving Capability through Symbolic Mutation
Paper • 2410.15748 • Published • 13 -
Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward Passes
Paper • 2410.16930 • Published • 7 -
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
Paper • 2409.12183 • Published • 39 -
Flow-DPO: Improving LLM Mathematical Reasoning through Online Multi-Agent Learning
Paper • 2410.22304 • Published • 18 -
O1 Replication Journey: A Strategic Progress Report -- Part 1
Paper • 2410.18982 • Published • 3 -
Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond
Paper • 2503.10460 • Published • 30