All Models cardiffnlp twitter-xlm-roberta-base-sentiment

cardiffnlp / twitter-xlm-roberta-base-sentiment

PQC Verified HuggingFace HNDL: HIGH

Text Classification Transformers PyTorch Tf Xlm-Roberta Multilingual

259 1,539,054 2

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Pull with QuantumShield

quantumshield pull cardiffnlp/twitter-xlm-roberta-base-sentiment

Verify integrity

quantumshield verify cardiffnlp/twitter-xlm-roberta-base-sentiment

pip install

pip install quantumshield && quantumshield pull cardiffnlp/twitter-xlm-roberta-base-sentiment

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

twitter-xlm-roberta-base-sentiment

No model card available.

Model Details

Framework	text-classification
Signature Algorithm	ML-DSA-65
Source	HuggingFace
HF Repo	cardiffnlp/twitter-xlm-roberta-base-sentiment

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 cardiffnlp/twitter-xlm-roberta-base-sentiment

# Verify file integrity
quantumshield verify cardiffnlp/twitter-xlm-roberta-base-sentiment

File Manifest

7 files · 2.2 GB · SHA3-256

Name	SHA3-256	Size
.gitattributes	pending-verifica...fication	690 B
config.json	pending-verifica...fication	841 B
pytorch_model.bin	93316a86051c3597...3e171196	1.1 GB
README.md	pending-verifica...fication	3.3 KB
sentencepiece.bpe.model	cfc8146abe2a0488...e0db2865	5.1 MB
special_tokens_map.json	pending-verifica...fication	150 B
tf_model.h5	52c751d49a0c68a9...9337cdf1	1.1 GB

ML-DSA-87 PQC Signatures

1 PQC signature(s)

PQC Platform Signature ML-DSA-87 FIPS 204 Verified 4/22/2026, 2:21:10 PM

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 4/22/2026, 2:10:37 PM

Signer did:quantamrkt:registry:shield-v1

Show full signature

69ecdc0dddf19b34862c1dd284e3d568b149949344613b99ca888900bb346aee

HNDL Risk Assessment

70 / 100

Risk Level

HIGH

Quantum Shelf Life

10 years

PQC Status

Verified

Sensitivity

text-classification

Quantum Safety Timeline

Now 10yr safe 15 years

Recommendation

Plan PQC migration within 6 months.

Transparency Log

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About

No description provided.

Framework text-classification

Created 2026-04-22

Downloads 1,539,054

Likes 259

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