AINeutralarXiv – CS AI · 7h ago5/10
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Characterising LLM-Generated Competency Questions: a Cross-Domain Empirical Study using Open and Closed Models
Researchers conducted a systematic cross-domain study evaluating how large language models generate Competency Questions (CQs)—natural language requirements for ontology engineering. Using both open-source models (Llama, KimiK2) and proprietary systems (GPT-4, Gemini 2.5), they identified measurable differences in readability, relevance, and structural complexity, revealing that LLM performance varies significantly by use case.
🧠 GPT-4🧠 Gemini