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Little and McDaniel category learning paradigm distinguishing memorization from rule learning

Design · All designs
Evidence · no claims cited

Description

A shape categorization task in which participants learn to sort 12 stimuli into two categories ('blickets' and 'daxes') defined by a disjunctive rule about inner and outer shape form or color. Success is possible "either by learning the underlying rule or by simply memorizing the category membership of each stimulus". Ambiguous transfer items, visually similar to trained items but with rule-based membership contradicting their visual match, behaviorally distinguish the strategies. In this study, strategies were inferred solely from responses to ambiguous transfer items.

Design Implications

Context

Requirements

  • Transfer test including ambiguous items whose rule-based and similarity-based classifications oppose each other

Constraints

  • The authors did not collect self-reported strategy use data, leaving open whether participants were aware of their strategy changes

Target Learners

  • adult learners in cognitive tasks

Learning Goals

  • rule-based category learning
  • distinguishing memorization from rule-abstraction strategies

Claims

Examples

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Key Sources

  • Kit S. Double, Micah B. Goldwater, Damian P. Birney. (2025). Reactivity to confidence ratings: evidence of impaired rule-learning. Metacognition and Learning. https://doi.org/10.1007/s11409-025-09413-5
Page metadata
Field Value
type design
id little-mcdaniel-category-learning-paradigm
title Little and McDaniel category learning paradigm distinguishing memorization from rule learning
description A shape categorization task in which participants learn to sort 12 stimuli into two categories ('blickets' and 'daxes') defined by a disjunctive rule about inner and outer shape form or color.
status review
generated by process:settle-candidates on 2026-10-19
trust unverified — no one has confirmed this page's content
sources 1 — kit-s-double-2025

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