JustRL

JustRL demonstrates that competitive reinforcement learning performance for small language models doesn't require complex multi-stage pipelines or dynamic schedules. Using a minimal recipe with single-stage training and fixed hyperparameters, we achieve state-of-the-art results on mathematical reasoning tasks. This repository contains a lightweight evaluation script to reproduce evaluation results for JustRL models on nine challenging math benchmarks.