Escaping Model Collapse via Synthetic Data Verification: Near-term Improvements and Long-term Convergence

Bingji Yi, Qiyuan Liu, Yuwei Cheng +1

Synthetic data has been increasingly used to train frontier generative models. However, recent studies raise key concerns that iteratively retraining a generative model on its self…