When Does Bigger Help? A Controlled Study of LLM Scale for Ontology Learning
By Hamed Babaei Giglou · Paper · cs.AI
The effect of Large Language Model (LLM) scale on ontology learning (OL) performance remains insufficiently characterized. We present a controlled evaluation of 13 models spanning dense and Mixture-of-Experts variants from the Qwen3.5 and Qwen3.6 lineages, together with proprieta