All Models StanfordAIMI stanford-deidentifier-base

StanfordAIMI / stanford-deidentifier-base

PQC Verified HuggingFace HNDL: MEDIUM

Token Classification Transformers PyTorch BERT Sequence-Tagger-Model Pubmedbert

81 1,466,297 2

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Pull with QuantumShield

quantumshield pull StanfordAIMI/stanford-deidentifier-base

Verify integrity

quantumshield verify StanfordAIMI/stanford-deidentifier-base

pip install

pip install quantumshield && quantumshield pull StanfordAIMI/stanford-deidentifier-base

Don't have the CLI? Download it here

PQC-Verified with ML-DSA-87

This model has a real FIPS 204 ML-DSA-87 (Dilithium5) signature from the platform signing authority. Signature chain includes 2 verification(s). Last verified 2026-05-08.

ML-DSA-87 Signer: did:web:quantamrkt.com:chain:authority View public key

README.md

stanford-deidentifier-base

No model card available.

Model Details

Framework	token-classification
License	mit
Signature Algorithm	ML-DSA-65
Source	HuggingFace
HF Repo	StanfordAIMI/stanford-deidentifier-base

Intended Uses

This model is registered on the QuantaMrkt quantum-safe registry. All files have been cryptographically verified using post-quantum signatures.

Quick Start

# Install the CLI
pip install quantumshield

# Pull the model
quantumshield pull StanfordAIMI/stanford-deidentifier-base

# Verify file integrity
quantumshield verify StanfordAIMI/stanford-deidentifier-base

File Manifest

7 files · 438.3 MB · SHA3-256

Name	SHA3-256	Size
.gitattributes	pending-verifica...fication	1.2 KB
config.json	pending-verifica...fication	1.2 KB
pytorch_model.bin	fa49ef069171e479...d9cd2716	438.0 MB
README.md	pending-verifica...fication	3.9 KB
special_tokens_map.json	pending-verifica...fication	112 B
tokenizer_config.json	pending-verifica...fication	29 B
vocab.txt	pending-verifica...fication	226.2 KB

ML-DSA-87 PQC Signatures

1 PQC signature(s)

PQC Platform Signature ML-DSA-87 FIPS 204 Verified 4/21/2026, 3:55:53 AM

Algorithm FIPS 204 ML-DSA-87 (Dilithium5)

Signer did:web:quantamrkt.com:chain:authority

Public Key /.well-known/pqc-public-key

Show full ML-DSA-87 signature

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Signature Chain

1 signature(s)

Registry ML-DSA-65 Verified 4/20/2026, 11:04:21 PM

Signer did:quantamrkt:registry:shield-v1

Show full signature

48f1927ee0fc4913ca06e0b542b0f70b5ade4b939a7639edcf268877ab39fa30

HNDL Risk Assessment

55 / 100

Risk Level

MEDIUM

Quantum Shelf Life

7 years

PQC Status

Verified

Sensitivity

token-classification

Quantum Safety Timeline

Now 7yr safe 15 years

Recommendation

Monitor and prepare migration plan.

Transparency Log

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About

No description provided.

License mit

Framework token-classification

Created 2026-04-20

Downloads 1,466,297

Likes 81

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