Outcome-Based Verification

Process-Based Verification

Comparison of Solution-Level and Step-Level Verification

A team is building a system to verify the solutions to multi-step mathematical problems generated by a language model. Their verifier works by taking a complete, final solution, plugging the final answer back into the original problem statement, and checking if it holds true. The verifier does not inspect the intermediate calculations, only the final result. Which classification best describes this verification approach?

Choosing a Verification Strategy for an AI Tutor

A team is developing verifiers to score the reasoning of a language model in different tasks. Match each verifier's description to the classification that best describes its approach.