The Unfolding Story of Continual Pre-Training: Navigating the Learning Landscape of Large Language Models

In the ever-evolving world of artificial intelligence, large language models (LLMs) have become the rockstars of the digital age. These powerful algorithms, trained on massive datasets, demonstrate an uncanny ability to understand, generate, and manipulate human language. But like any star, their initial act is just the beginning. To truly shine in specific roles, they often need further refinement, and that's where Continual Pre-Training (CPT) enters the stage.