KG-First, LLM-Fallback: A Hybrid Microservice for Grounded Skill Search and Explanation

Ngoc Luyen Le, Marie-Hélène Abel, Bertrand Laforge

Authoritative competency frameworks such as ESCO, ROME, and O*NET are essential for aligning education with labor market needs, yet their technical complexity and structural hetero…