Verdict-only repair achieves 97.8% accuracy on LLM overcaution for OWL 2 DL entailed negations while verdict-plus-OWA-hint reaches only 67.2%.
DL-ReasonSuite: a benchmark for description-logic reasoning in lan- guage models
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When Corrective Hints Hurt: Prompt Design in Reasoner-Guided Repair of LLM Overcaution on Entailed Negations under OWL~2~DL
Verdict-only repair achieves 97.8% accuracy on LLM overcaution for OWL 2 DL entailed negations while verdict-plus-OWA-hint reaches only 67.2%.