A WordNet-Free Benchmark for LLM Taxonomy Induction with Conformal Risk Guarantees

Working manuscript. A benchmark paper separating genuine taxonomy reasoning from WordNet-saturated evaluation artifacts.

Authors: Iman YeckehZaare · Venue/status: TACL

This working manuscript develops a WordNet-free taxonomy-induction benchmark and uses conformal risk guarantees to reason about structural hallucinations.

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