Psycholinguistic norm estimation depends on construct and procedure: LLM ratings, prototype projection, and embedding regression

Psycholinguistic norm estimation can use verbal instructions, labeled prototypes, or continuously rated training examples, but these procedures need not measure a construct identically. We compared zero-shot ratings from six large language models (LLMs), a prototype-defined BGE embedding axis, and s