Syed Ali Asghar Naqvi

Sycophantic Alignment and Fidelity Evaluation (SAFE): A Theoretical Framework for Measuring Conversational Compliance and Behavioral Dynamics in Large Language Models

2026 · Zenodo (CERN European Organization for Nuclear Research)

This work introduces SAFE (Sycophantic Alignment and Fidelity Evaluation), a theoretical framework for analyzing conversational compliance and behavioral dynamics in large language models. SAFE proposes novel dimensions and quantitative metrics to systematically measure agreement, amplification, …