Advantages of Synthetic Data Bootstrapping and Self-Play in Model Improvement

Synthetic data bootstrapping can significantly improve the success rate of models, allowing them to critique themselves and make sense of complex symbolic outputs. This process is similar to human evolution, where language development led to genetic and cultural co-evolution. Self-play loop for LLMs enables models to improve their reasoning without needing to be perfect at it, as demonstrated by examples like Constitution AI.