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Do we learn that odd numbers 'go with' a colour without noticing?

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When even and odd (or small and large) digits usually appeared in particular colours, people doing a simple colour task learned these category-colour links, mostly without realising it.

Source

Implicit Learning of Parity and Magnitude Associations with Number Color

Retter TL, Schiltz C · Journal of cognition · 2025

doi.org/10.5334/joc.428Read the full paper ↗1 citationscc by

Study at a glance

Design
Human experiment — Colour-naming task with high-probability (about 10:1) number-colour pairings organised by parity or magnitude (category-level group) or arbitrarily (item-level group); congruent vs rare incongruent trials compared, plus an explicit association report with novel two-digit numbers.
N
N=54 · 54 adults analysed (56 tested, 2 excluded for low accuracy), split evenly between category-level and item-level versions; each did both parity and magnitude sections. Only the first 36 answered the awareness questionnaire.
Population
Young adults (18-30) from the University of Luxembourg community, without synaesthesia or dyscalculia
Outcome
Accuracy and response time on congruent vs incongruent colour trials; accuracy of explicitly choosing the associated colour for novel two-digit numbers

Structured fields used in claim comparison tables when every cited study has a complete layer.

What they did

Participants pressed a key for the ink colour of digits 2-9 and were not told that each digit usually appeared in one colour. In the category-level version, colour tracked a number concept (even digits mostly blue and odd mostly yellow; small digits mostly green and large mostly red); in the item-level version, the same digits had equally consistent colours but with no conceptual pattern. Learning was measured as worse performance on the rare trials where a digit appeared in its unusual colour, followed by a task asking which colour went with new two-digit numbers, answered with the other hand and different keys.

What they found

At the category level, accuracy dropped by about 3% on unusual-colour trials for parity and by about 1.3% (with about 9 ms slower responses) for magnitude, whereas the item-level version showed no significant effects. For parity, the congruency effect was significantly larger in the category-level than the item-level group, but for magnitude this interaction was not significant. In the explicit report with new two-digit numbers, category-level participants chose the matching colour above chance (about 63% for parity, 55% for magnitude) while item-level participants were at chance, and very few reported noticing the parity or magnitude rule.

The limits

What it doesn't show

The effects are small (a few percent in accuracy, a few milliseconds in speed) and the authors say they need replication. Support for automatic magnitude processing is limited because the category-vs-item interaction was not significant for magnitude, and the item-level version was harder to learn (eight separate pairings vs two category rules), so it is not a perfectly matched control. Awareness was only probed in the first 36 participants with open questions, which may miss partial awareness, and the colours were vivid, prototypical ones that may be especially easy to associate.

Key terms

Implicit learning
Acquiring knowledge of a regularity through exposure without intending to or being able to fully report what was learned.
Contingency (statistical) learning
Learning that two features usually, but not always, occur together, shown by poorer performance when they do not.
Congruency effect
Here, the performance cost on rare trials where a number appears in its low-probability colour compared with the usual colour.
Category-level vs item-level learning
Learning an association for a whole category (all even numbers) versus for individual items (the digit 4 specifically).
Automaticity of number meaning
The idea that seeing a numeral activates properties like its size or parity even when the task does not require them.

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Quiz yourself

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In the category-level parity condition, which digits usually appeared in blue?

Common questions

Why include an item-level version where colours were arbitrary?

It controls for simply learning which digit goes with which colour. If category-level participants learn more, the extra learning must come from grouping numbers by parity or magnitude.

How do we know the explicit report task wasn't just a motor habit?

Participants used their other hand and different keys, and the numbers were new two-digit ones, so success required abstracting the number concept rather than repeating a response or recognising a stimulus.

If a few people noticed the pattern, is the learning really implicit?

Only a handful reported anything about parity or magnitude, their descriptions were inaccurate, and removing them did not change the results, so implicit learning is sufficient to explain the effects.

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