Better generalization through distraction? Concurrent load reduces the size of the inverse base-rate effect
ORCID
- Andy J. Wills: 0000-0003-4803-0367
Abstract
The inverse base-rate effect (IBRE) is an irrational phenomenon in predictive learning. It occurs when people try to generalize what they have experienced to novel and ambiguous events. This irrational generalization manifests as a preference for rare, unlikely outcomes in the face of ambiguity. At least two formal mathematical models of this irrational preference (EXIT, NNRAS) lead to a counter-intuitive prediction: the effect reduces under concurrent load. We tested this prediction across two experiments (N1 = 72, Mage = 20.12; N2 = 160, Mage = 20.88). We confirm the prediction, but only when participants were under an obvious time constraint. This empirical confirmation is as surprising as the prediction itself—irrationality reduces under increased task demands. Further, our data are more consistent with the NNRAS model than with EXIT, the most prominent model of the IBRE to date.
DOI Link
Publication Date
2025-02-25
Publication Title
Psychonomic Bulletin and Review
ISSN
1069-9384
Embargo Period
2026-02-25
Keywords
Attention, Concurrent load, Inverse base-rate effect, Irrationality, Learning
Recommended Citation
Dome, L., & Wills, A. (2025) 'Better generalization through distraction? Concurrent load reduces the size of the inverse base-rate effect', Psychonomic Bulletin and Review, . Available at: 10.3758/s13423-025-02661-1
This item is under embargo until 25 February 2026