Emergent Mind
Human-machine cooperation for semantic feature listing
(2304.05012)
Published Apr 11, 2023
in
cs.CL
and
cs.AI
Abstract
Semantic feature norms, lists of features that concepts do and do not possess, have played a central role in characterizing human conceptual knowledge, but require extensive human labor. LLMs offer a novel avenue for the automatic generation of such feature lists, but are prone to significant error. Here, we present a new method for combining a learned model of human lexical-semantics from limited data with LLM-generated data to efficiently generate high-quality feature norms.
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