How Much Do Language Models Really Memorize? Meta’s New Framework Defines Model Capacity at the Bit Level

Introduction: The Challenge of Memorization in Language Models

Modern language models face increasing scrutiny regarding their memorization behavior. With models such as an 8-billion parameter transformer trained on 15 trillion…