AREAL: Accelerating Large Reasoning Model Training with Fully Asynchronous Reinforcement Learning

Introduction: The Need for Efficient RL in LRMs

Reinforcement Learning RL is increasingly used to enhance LLMs, especially for reasoning tasks. These models, known as Large Reasoning Models (LRMs), generate intermediate…