Redacted Document Vector RAG Analyzer

Declassified Intelligence Reader LEVEL: MEDIUM MASK

Timeline Dataset

Redaction Level

Chunking Strategy

Vector Retrieval RAG Query

CIA Intelligence Summary: Electronic Voting Systems 2004-2020

TOP SECRET // NOFORN // DECLASSIFIED RELEASE 2026

Vector Space & RAG Context Visualizer

Analyzed Chunks 8 Tokens: ~128 / chunk

Mean Cosine Sim 0.742 vs 0.910 unredacted

Density Retained 61.5% Signal-to-noise ratio

Hallucination Risk High Fragment boundary

TF-IDF Embedding Space Projections (Query vs Chunk Distances) ● Query Vector

Context Gap Alert: Redacted sentences cause Chunk #2 and #3 to fuse disconnected claims.

Assembled RAG Context Window (Top-3 Retrieved Chunks) Top-K = 3