Model Collapse

Synthetic Data for LLM Training: The Benefits, the Model-Collapse Risk, and a Decision Framework for Enterprise Teams

Synthetic data offers significant benefits for enterprise LLM training, including data augmentation and privacy preservation, but carries risks like model collapse if not used strategically. Enterprises should adopt a decision framework that prioritizes augmenting real data rather than replacing it entirely to avoid these pitfalls.