MoE vs Dense Models for Structured Data Extraction — Who Wins?

MoE or Dense — which model architecture wins for structured data extraction from documents? It depends on document complexity. In this video, I test MoE vs Dense models on real extraction tasks and show that MoE struggles with larger tables, while Dense models handle them reliably. In my benchmark, Qwen 3.6 Dense comes out on top.