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Grade a maths answer step by step

What this lesson is about

Mark the first step that is wrong, say why, and leave the steps after it alone.

A student shows you five steps of a speed sum and the last number matches the textbook. What do you do?

Why this matters

A 2023 paper compared feedback on the final answer with feedback on every step. Step feedback trained the better model. Your review works the same way.

Lesson 9 of 9 on Reasoning and maths for AI worknextFollow a small program line by linePart 3 ends in a work sample you can sendThe rules this work sample is read against, with a worked example

Read the primary or official source: arXiv · Let's Verify Step by Step, Lightman and others, 2023