A comprehensive LLM faithfulness evaluation benchmark built on top of FinReflectKG knowledge graph, containing ~480,000+ triplet evaluations from 101 S&P 100 companies with detailed judge reasoning and full document context for assessing knowledge graph extraction quality using reflection-based methodology.