A Prior-Aware Metric for Efficiently Distinguishing Memorization from Generalization in Large Language Models

Trishita Tiwari, Ari Trachtenberg, G. Edward Suh

Training data leakage from Large Language Models (LLMs) raises serious concerns related to privacy, security, and copyright compliance. A central challenge in assessing this risk i…