RE
RAG Explainer Embeddings — Closest-Match Map
[03/08] Embeddings — Closest-Match Map

Which word is closest in meaning?

Everyone can explore. Read how it works, then tap a supported word in the visualiser below → see its Meaning Fingerprint and nearest neighbors. Hospital ≈ Medical Center (0.99) ≠ Car (0.00).

How it scores — inside the umbrella

Visualiser — tap a word, watch the map

Supported words — mock fingerprints (tap any)
Show closest:
Closer to 1.00 = same meaning = higher rank · 0.00 = unrelated
Query Top 5 closest Others Metric: cosine similarity
Tap “physician” → watch cluster • Tap “car” → see fruit far

Ranked — closest first (your word is excluded; rank 1 = its best match)

Facilities rank closest to facilities (hospital → medical center → clinic); the practitioners (physician, doctor) come next — related, but a different kind of thing.

Next: Vector DB — the smart library

Fingerprints get filed so related meanings sit together. See the shelves in Vector DB [04/08] →