Exam Question Bank Organization And Metadata Tagging

via “tag-based document organization and hierarchical filtering”

LLM-powered framework for deep document understanding, semantic retrieval, and context-aware answers using RAG paradigm.

Unique: Integrates tagging as a first-class feature in the indexing and retrieval pipeline, supporting both flat and hierarchical tag structures. Tags enable content organization without requiring separate document collections.

vs others: More flexible than fixed document categories (tags are user-defined), more efficient than separate knowledge bases (single index with filtering), and more maintainable than prompt-based filtering (tags are explicit metadata).