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quantuml-pqc-0.5b-poc
QuantumindSSI/quantuml-pqc-0.5b-poc
quantuml-pqc-0.5b-poc is a text generation model from QuantumindSSI. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as apache-2.0.
A fine-tuned Small Language Model (SLM) providing step-by-step migration guidance for organizations transitioning from classical to quantum-safe cryptographic systems.
Access
Public
Updated Jul 15, 2026
Repo size
46.7 MB
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0
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Repo makeup
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.safetensors35.2 MB · 76%
At a glance
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Access
- Public
- Created
- Jul 15, 2026
- Updated
- Jul 15, 2026
- SHA
- 0c11ef3d
Try a prompt
Model card
From the Hugging Face model README
Post-Quantum Key Migration Advisor
A fine-tuned Small Language Model (SLM) providing step-by-step migration guidance for organizations transitioning from classical to quantum-safe cryptographic systems.
Model Details
| Attribute | Value |
|---|---|
| Developer | QuantumIndSSI Ltd |
| Base Model | Qwen/Qwen2-0.5B-Instruct |
| Architecture | Transformer decoder (causal LM) |
| Fine-tuning Method | LoRA (Low-Rank Adaptation) |
| LoRA Rank | 16 |
| LoRA Alpha | 32 |
| License | apache-2.0 |
Evaluation Results
| Metric | Score |
|---|---|
| Perplexity | 1.59 |
| Task Quality | 87.5% |
| Train Loss | 0.300 |
| Eval Loss | 0.073 |
Usage
model_id = "quantumindssi/02_post_quantum_key_migration_advisor"
from transformers import AutoModelForCausalLM, AutoTokenizer
model = AutoModelForCausalLM.from_pretrained(model_id)
tokenizer = AutoTokenizer.from_pretrained(model_id)
Limitations
- Not a substitute for certified security consultants
- Synthetic training data may not capture all real-world edge cases
- English only
Citation
@misc{quantuml2026,
title={Post-Quantum Key Migration Advisor},
author={QuantumIndSSI},
year={2026},
howpublished={\url{https://huggingface.co/quantumindssi}}
}
Contact
- GitHub: https://github.com/QuantumindSSI
- HuggingFace: https://huggingface.co/quantumindssi
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Created
- Jul 15, 2026
- Updated
- Jul 15, 2026