●researcherDirectly challenges evaluation frameworks that use anthropomorphic attributes as evidence of LLM capability — worth scrutinizing your own benchmark interpretations.
●policyUndermines empirical grounding for policy arguments built on LLM anthropomorphism or emergent moral reasoning claims.