Wording: faster, not fastest

Move the try-it-live links to the top of the card

Link the medai.eka.care live demo and launch blog

Create config.json

Remove gated-auth instructions (repo un-gated)

Gated-weights authentication instructions (hf auth login / HF_TOKEN)

Intro: the token classifier is the main contribution; OCR is pluggable

Remove text_score_threshold bullet (feature reverted in 0.10.1)

Document text_score_threshold (default 0.75)

Link the Nemotron BYO-OCR and quickstart notebooks

Link Nemotron OCR to nvidia/nemotron-ocr-v2

Intro: Tesseract suits PDFs/good scans; point difficult images to BYO OCR (e.g. Nemotron OCR)

Install: drop the [server] extra line (library usage only here)

Install: list the [visual] extra first — the default examples need it

Install: define visual entities (image-region PII) and enumerate all six types

Install: list all extras; note [visual] is needed for default image detection

Intro: name Bring-your-own OCR as a highlighted term

Docs: per-transform usage with real outputs, BYO-OCR in main snippet, notebook pointer

Docs: symmetric variable names image_redactor / text_redactor

Document hash pseudonym strategy (0.9.0)

Add positioning intro: image redaction, CPU-light, Indian context, pluggable OCR

Rename project to document-pii-redactor; update all links

Document bring-your-own-OCR support (0.7.0)

Correct licensing: per-model licenses following base-model lineage

Fix stale pre-0.4.0 example in deid/anon section

License weights under CC-BY-4.0 with attribution and citation section

detect() result is now a required transform argument (0.4.0)

Restructure usage around detect as the core primitive (0.3.0)

Document de-identify and anonymize modes (0.2.0)

Add Tesseract install commands, visual-entity examples

De-emphasize specific architecture names in prose

Add plain-text GitHub repo URL

Reference Eka-PII-redactors repo by name, drop hyperlink

Update README: fix GitHub link, add text usage, link demo Space

Add MiniLM-L12-H384 text PII token classifier (text_PII_redaction v1, 97 BIO labels, entity F1 0.739)

Keep YOLO11m as visual detector (better on populated classes incl. seal_stamp)

Swap visual detector to YOLO11s (tied accuracy, 2.3x faster, half size)

Update YOLO11m visual detector to final post-training weights

Upload folder using huggingface_hub

initial commit