DeCoRAG: Cognitive Decoupling and Semantic-Aware Cropping for Complex Document Understanding

Advancing multimodal retrieval-augmented generation (RAG) for complex document understanding presents a formidable dual dilemma of accuracy and efficiency, particularly in graph RAG. Processing structurally sparse yet visually dense layouts, such as extracting a tiny data marker from a financial cha...