LLM+Math - a VoladorLuYu Collection

VoladorLuYu 's Collections

Research on LLM

Generative Multiple Modality

Super Alignment

Foundation Machine Learning

Graph Foundation Multimodal Models

Symbolic LLM Reasoning

Data-efficient LLMs

Understanding LLM

synthetic code generation

Diffusion Models

LLM+Architecture

LLM+Self-Play RL

LLM+Math

updated Nov 1

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 • 72
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 • 1
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 • 26
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 • 17
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 Oct 21 • 12
Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward Passes

Paper • 2410.16930 • Published Oct 22 • 6
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 Oct 29 • 16