Seminar · Cognition
Abstract Semantic Relations in Mind, Brain, and Machines
Keith Holyoak · UCLA
Thu, Oct 1, 2020 · 16:00 UTC
Abstract semantic relations (e.g., category membership, part-whole, antonymy, cause-effect) are central to human intelligence, underlying the distinctively human ability to reason by analogy. I will describe a computational project (Bayesian Analogy with Relational Transformations) that aims to extract explicit representations of abstract semantic relations from non-relational inputs automatically generated by machine learning. BART’s representations predict patterns of typicality and similarity for semantic relations, as well as similarity of neural signals triggered by semantic relations dur