How to Fine-Tune Small Language Models to Think with Reinforcement Learning

The article provides a comprehensive, step-by-step visual guide for fine-tuning small language models in PyTorch to enhance their reasoning capabilities using reinforcement learning techniques. It emphasizes training Generalized Reasoning and Planning Optimization (GRPO) models from scratch, demonstrating how reinforcement learning can significantly improve the models' ability to perform complex reasoning tasks.