DIGITAL ELLIPTICAL PRODUCT LABW-02
GRAPHRAG & CITATION-GROUNDED RETRIEVAL

Connect disparate enterprise data into a verifiable knowledge mesh.

KnowledgeMesh replaces opaque vector search with hybrid BM25 + dense ranking, entity relationship graphs, and mathematical citation proof generation.

KNOWLEDGEMESH HYBRID RETRIEVAL PIPELINE (v3.2)
Dense Vector + BM25 + Cross-Encoder Rerank
01. INGESTION

Multi-Modal Parsing

Extracts tables, bounding boxes, & text from PDFs and SQL.

02. CHUNKING

Semantic Boundaries

Sliding window with header preservation & parent doc links.

03. RETRIEVAL

Reciprocal Rank Fusion

Blends dense semantic vector scores with keyword BM25 ranks.

04. CITATION

Verifiable Proof

Every sentence maps directly to a high-confidence document chunk.

SECTION 03 · VECTOR ARCHITECTURE CALCULATOR

Interactive Chunking & Memory Cost Modeler

Model chunk sizing, overlap percentages, and index memory footprints for your enterprise document corpus.

Chunk Token Size:512 Tokens
128 (Granular)512 (Balanced)1024 (Broad Context)
Sliding Window Overlap:15%
PROJECTED INDEX METRICSPer 1,000 Documents (~2.5M Tokens)
Total Chunk Count:~5,744 Chunks
Vector Memory (RAM):~67 MB
Dense Search Latency:< 45 ms (HNSW Index)
Citation Resolution:Verifiable Page-Level Bounding Box
SECTION 04 · MATHEMATICAL GROUNDING

Verifiable Citation Proof Engine

Every synthesized claim is bound to an exact PDF coordinate, chunk hash, and parent document ACL.

SYNTHESIZED_ANSWER_WITH_PROOF99.2% Grounded Match
USER QUERY

"What is the termination notice period for convenience?"

GENERATIVE RESPONSE (GROUNDED)
Either party may terminate this Agreement for convenience upon sixty (60) days prior written notice. [MSA_Vendor_2025_Final.pdf, p.14]
VERBATIM CHUNK PROOF

"Either party may terminate this Agreement for convenience upon sixty (60) days prior written notice."

ENGINEERED BY DIGITAL ELLIPTICAL

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