# OpenMed/OpenMed-PII-FastClinical-Small-82M-v1

Model from Hugging Face for token classification: OpenMed/OpenMed-PII-FastClinical-Small-82M-v1 · transformers

## Facts

- Type: LLM
- Task: token-classification
- Framework: transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/OpenMed/OpenMed-PII-FastClinical-Small-82M-v1
- Hosting: hosted (5 files)
- Files: 5 hosted of 13 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 5 files, 330 MB
- Full repo upstream: 331.3 MB
- Recommended file: 326.4 MB · model.safetensors
- Parameters: 82M
- Download: https://huggingbay.xyz/artifact/hf-model-openmed-openmed-pii-fastclinical-small-82m-v1/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-pii-fastclinical-small-82m-v1/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-pii-fastclinical-small-82m-v1/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 108
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for OpenMed/OpenMed-PII-FastClinical-Small-82M-v1. Task: token classification. Library: transformers. Languages: en. Datasets referenced by card metadata: nvidia/Nemotron-PII. Base model: distilbert/distilroberta-base. Includes 3 model-card evaluation signals. Popularity signal at import: 75 downloads and 0 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: token-classification
- Library: transformers
- Base model: distilbert/distilroberta-base
- Task categories: token-classification
- Languages: en
- Referenced datasets: nvidia/Nemotron-PII
- Metrics: f1, precision, recall
- Model-index entries: OpenMed-PII-FastClinical-Base-82M-v1
- Evaluation signals: 3 model-card eval results
- File hints: 13 upstream file samples

## Evaluation Signals

- nvidia/Nemotron-PII (test_strat): F1 (micro) = 0.9511 (Named Entity Recognition)
- nvidia/Nemotron-PII (test_strat): Precision = 0.9538 (Named Entity Recognition)
- nvidia/Nemotron-PII (test_strat): Recall = 0.9484 (Named Entity Recognition)

## Referenced Data

- Dataset: nvidia/Nemotron-PII

## File Hints

- .gitattributes (1.5 KB)
- README.md (10 KB)
- all_results.json (806 B)
- config.json (5.9 KB)
- eval_results.json (319 B)
- merges.txt (446 KB)
- model.safetensors (311 MB) LFS
- special_tokens_map.json (280 B)
- test_results.json (304 B)
- tokenizer.json (3.4 MB)
- tokenizer_config.json (1.2 KB)
- train_results.json (205 B)

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-24T17:05:57.314Z.
- Open license detected as apache-2.0.
- Model-index metadata found for OpenMed-PII-FastClinical-Base-82M-v1.
- Model card references dataset context: nvidia/Nemotron-PII.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-openmed-openmed-pii-fastclinical-small-82m-v1
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-pii-fastclinical-small-82m-v1/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-pii-fastclinical-small-82m-v1/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-pii-fastclinical-small-82m-v1/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-openmed-openmed-pii-fastclinical-small-82m-v1
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-pii-fastclinical-small-82m-v1/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-openmed-openmed-pii-fastclinical-small-82m-v1&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-openmed-openmed-pii-fastclinical-small-82m-v1/decentralized-fallbacks