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

Researchers have introduced DeCoRAG, a novel multimodal Graph RAG pipeline designed to improve complex document understanding. This system addresses the AI

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Read on arXiv cs.IR (Information Retrieval) →

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

COVERAGE [1]

  1. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Fang Xi ·

    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 …