DeCoRAG: Cognitive Decoupling and Semantic-Aware Cropping for Complex Document Understanding
DeCoRAG is a multimodal Graph RAG pipeline that shifts knowledge processing from coupled visual-semantic reasoning to cognitive Decoupling, and subsequently drives the reasoning space from dense, noisy backgrounds to purified, intent-driven semantic clusters.