What are the functional modules of PIKE-RAG?

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    2025-03-31T17:24:37+00:00

    The functional modules of PIKE-RAG include:
    - **Document Parsing**: Processes multimodal data such as text, tables, and images.
    - **Knowledge Extraction**: Extracts domain-specific knowledge from professional corpora.
    - **Knowledge Storage**: Builds a hierarchical heterogeneous knowledge base for efficient retrieval.
    - **Knowledge Retrieval**: Uses multi-granularity retrieval techniques to ensure precise information extraction.
    - **Knowledge Organization**: Organizes knowledge into structured networks using automatic labeling mechanisms.
    - **Knowledge-Centric Reasoning**: Constructs coherent reasoning chains to guide LLMs in generating accurate responses.
    - **Task Decomposition and Coordination**: Decomposes complex problems and supports multi-hop reasoning and prediction.

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