Tinker Pre-training

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

12 test questions, answers included, in the training data.

Chapter 5 of 7

A leaked test

In a third run, 12 of the team’s test questions, answers included, slipped into the training data.

This chapter: Does a model that has seen the test do better at the job?

About this chapter

You will learn

  • What a leaked test does to its score
  • Why held-out text tells the truth when the test does not
  • How to keep a test out of training

Words you’ll meet

Leak
Test questions, or their answers, ending up in the training data.
Contamination
Another word for a leak: a test is contaminated once the model has trained on it.

Step 1 of 3

A : the test questions sat in the training data. Score the run on them, and on held-out text.

Predict first.

Compared with the clean run, how will the run that saw the test questions score?