PHI — Synthetic Data Quality & Hallucination Risk Benchmark

PHI-Bench stops synthetic model collapse in SLMs. Built with an 8-signal feature engine, UMAP density mapping, and XGBoost PHI scoring (0–100), it prunes poisonous training data before fine-tuning.