What are the functional modules of PIKE-RAG?
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Answers ( 1 )
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.