Tinker Post-training

by Samy (Kondasamy Jayaraman) · drawn with Colorfigures by April Zhu

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Four drafts for an upset customer, each as tall as the toy policy’s odds of writing it.

Chapter 2 of 7

Which is better?

Examples teach a style, but writing a perfect reply for every case is slow. Comparing two drafts is fast: anyone can say which one they prefer.

This chapter: How do people’s preferences become something a model can learn from?

About this chapter

You will learn

  • What a preference pair is
  • How a reward model turns pairs into scores
  • Why pairs suit tone, where there is no right answer

Words you’ll meet

Preference pair
Two drafts for the same message, with a person’s pick of the better one.
Reward model
A scorer fitted to preference pairs: drafts that win their pairs score higher.

Step 1 of 4

Every draft has the fact; only the tone differs. A asks which of two is better.

Pick the better draft in each pair.

The customer asks

“My order 1042 is late AGAIN. Third time this year!”

The toy policy is a choice among answers written for this site, not a language model. Its updates run live in your browser.