Zero-shot LLM prompts recover ESCO prerequisite lists with BERTScore F1 around 0.82, but the evaluation lacks baselines and contamination checks, so the result does not establish true inference.
Learning by dis- covering concept hierarchies,
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How Well Do LLMs Predict Prerequisite Skills? Zero-Shot Comparison to Expert-Defined Concepts
Zero-shot LLM prompts recover ESCO prerequisite lists with BERTScore F1 around 0.82, but the evaluation lacks baselines and contamination checks, so the result does not establish true inference.