Glossary · Term

Countdown

← all terms

Definition

Plain language

A number puzzle where you combine a few given numbers with arithmetic to hit a target, used to test reasoning models.

As stated in the literature

An arithmetic reasoning task in which a model must construct an expression from a set of numbers that evaluates to a target value; used as an RL training and evaluation benchmark with controllable difficulty.

Why it matters: Its difficulty can be dialed up or down precisely, making it a handy controlled test of a model's step-by-step reasoning.

For example, given the numbers 3, 7, and 50 and a target of 71, the model has to find that 3 times 7 plus 50 equals 71.

Heard on the show

“… On a math puzzle benchmark called Countdown, and on reducing sycophancy — telling users what they want to hear instead of the truth — the best …”
Episode 199 — Finding a Model's Hidden Behaviors Without Knowing What You're Looking For

Mentioned in 2 episodes

  1. 199
    Finding a Model's Hidden Behaviors Without Knowing What You're Looking For
  2. 081
    When Reasoning Models Decide Before They Think: Detecting and Fixing Premature Confidence

Related terms