Cognitive reflection test

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At a glance

Tests
Quantitative reasoning (Reasoning): checking a quick numerical answer before giving it, because the first number that comes to mind is often wrong.
How
Short word problems with a tempting wrong answer: a price split, a rate, something that doubles every day. Getting them right means stopping the intuitive answer and working it out.
Best AI
96%
Humans
38%
Our items
6
Reasoning gap, overall
-26.7

Example item

A specimen written for this page. Live items are similar but never shown, so posted answers can't spoil them.

Check the quick answerspecimen · not scored

Read the problem, then type the number.

(a) Stimulus

A bat and a ball cost $1.10 in total. The bat costs $1.00 more than the ball.

(b) Question

How many cents does the ball cost?

Figure 1. The best-known cognitive reflection problem (Frederick, 2005). Most people first think 10 cents. Our live items are new problems built the same way. Benchmark: Cognitive reflection test. Answer: 5 cents: the bat costs $1.05, which is $1.00 more than the ball.

Human vs AI

What the benchmark reports, and where the faculty stands overall

Best published AI

96%

GPT-4 on cognitive reflection tasks (people: 38%)

Hagendorff, Fabi & Kosinski, Nature Computational Science, 2023 ↗

Humans

38%

455 people (Hagendorff et al., 2023)

Reasoning overall · faculty reference, 0–100

Measured on other tests, not on Cognitive reflection test.

Human ref.
69.7
Best AI
96.4

Human: GPQA Diamond, PhD experts. AI: GPQA Diamond, Gemini 4 Argon (Epoch AI).

How we mirror it

Six new problems built the same way as the classic ones, which are too widely known to use as they are. Each has one right number and one tempting wrong one.

Typing the tempting answer is logged as a lure, so a slip can be told apart from falling for the trap.

Items are original, versioned, and assigned at random, so a posted answer spoils only one variant.

What we record

right, tempting wrong, or otherresponse timepastestab switches