Faheem Shaukat

A Closed-Loop Framework for Trustworthiness Assessment in Large Language Models

: Trustworthiness is a fundamental requirement for Large Language Models (LLMs), particularly in high-stakes domains such as healthcare, finance, and education, where unreliable model behavior may lead to incorrect or misleading responses. We distinguish safety , which concerns harmful or undesirable outputs, from secur...