Fatima N. AL-Aswadi

Automated question generation from job descriptions using large language models: an evaluation of role-fit and fairness

2025 · IET conference proceedings.

This paper introduces an automated framework for generating high-quality, role-specific interview questions directly from complex job descriptions using an ensemble of Large Language Models (LLMs). We leverage seven advanced LLMs (gemma2-9b-it,gemma-7b-it,llama-3.3-70b-versatile,llama-3.1-8b-instant,llama3-70b-8192,mixtral-8x7b-32768, andOpenAI-3.5) to produce a …