Advantages of Online Reinforcement Learning for LLM Alignment

A team is refining a large language model's conversational abilities. Their training process involves the model generating responses to a continuous stream of new prompts. After each response, a separate reward model provides a quality score. The language model is then immediately updated based on this score before it handles the next prompt. Which statement best characterizes the fundamental nature of this learning approach?

Evaluating a PPO Training Strategy

Characterizing PPO's Learning Process