Tinker Post-training

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

...

Rewards under the weak grader: A 0, B 1, C 1, D 0, E 2.

Chapter 6 of 7

You get what you check

Checking key facts means writing references. A teammate proposes a cheaper grader: reward any reply with a number and Larkspur’s sign-off.

This chapter: What does a model learn from a grader that checks the wrong thing?

About this chapter

You will learn

  • What reward hacking looks like
  • Why a weak grader’s favourite can be wrong
  • How a better grader fixes it

Words you’ll meet

Weak grader
A grader that checks something easy, like the presence of a number, instead of whether the answer is right.
Reward hacking
Scoring high on the grader without doing the job the grader stands for.

Step 1 of 4

A : a point for a number, a point for the sign-off. Answer E has both, and the wrong refund window.

Predict first.

Answer B written for this site

“Standard customers can request a refund within 30 days of delivery.”

PASS has the key factPASS has a numberFAIL signs off

Right, and word for word the reference.

Answer E written for this site

“Refunds take 7, 14 or 60 days, it depends. Cheers, the Larkspur team”

FAIL has the key factPASS has a numberPASS signs off

Games a weak grader: numbers and a sign-off, but not the 30 days.

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

10 rounds with this grader. Which answer ends up most likely?