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Negative / Null Result Report

LLMs replicate metaphor norms based on word co-occurrence but struggle with topic-vehicle mappings

Laura Pissani; Mayank Jobanputra; Vera Demberg · 2026 · Frontiers in Language Sciences

WASTE classifies this as Negative / Null Result Report · AI classification, approximate

The study found no significant effect — useful as a negative control or null benchmark for your own design.

Abstract (excerpt)

Normed linguistic stimuli are fundamental in psycholinguistics because they capture lexical and semantic properties that influence comprehension. However, generating these norms at scale is challenging, often leading researchers to rely on…

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Metadata source: Crossref · DOI 10.3389/flang.2026.1756514