Part 4/8:
Feedback and Learning: The reward model assesses each step, providing feedback that helps the AI improve its reasoning over time.
Natural Language Explanation: The AI not only solves problems but also explains its reasoning in human terms, increasing transparency.
Why Is Process Supervision Better?
Compared to outcome supervision, which only judges whether the final answer is correct, process supervision offers multiple advantages:
Enhanced Accuracy: By scrutinizing each reasoning step, the AI reduces the chance of errors slipping through.
Better Learning: The AI learns not just the correct answer but the how behind it, leading to more logical problem-solving.