# Improving mathematical reasoning with process supervision

Source: https://openai.com/index/improving-mathematical-reasoning-with-process-supervision
Published: 2023-05-31
Status: unreviewed source report

## Source excerpt (up to 25 words)

> We’ve trained a model to achieve a new state-of-the-art in mathematical problem solving by rewarding each correct step of reasoning (“process supervision”) instead of simply

## Review question

Check the benchmark version, sampling budget, data contamination controls, human interventions and proof-review method. A final answer or benchmark score is not evidence that every reasoning step is valid.

No independent proof check or claim of peer review.
