Human Ratings Show Interpretability Is an Emergent Property of Universality

martin_hebart · x · 2026-09-25

Thread follow-up: humans rated dimensions as visual, semantic, both, or uninterpretable; more universal dimensions were much more interpretable, meaning interpretability is an emergent property underlying universality.

Related event: Comparing 162 Vision Models: NeurIPS Paper Uncovers Universal Representation Dimensions(8 posts)→

Original post →

More from Research

Research channel →