domain accuracy
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Fine-tuned 8B Model for Quantum Cryptography
Read Full Article: Fine-tuned 8B Model for Quantum Cryptography![[P] Fine-tuned 8B model for Quantum Cryptography](https://www.tweakedgeek.com/wp-content/uploads/2025/12/featured-article-7151-300x171.png)
A fine-tuned 8-billion parameter model has been developed specifically for quantum cryptography, demonstrating significant improvements in domain-specific tasks such as QKD protocols and QBER analysis. The model, based on Nemotron-Cascade-8B-Thinking and fine-tuned using LoRA with 8,213 examples over 1.5 epochs, achieved a final loss of 0.226 and showed a high domain accuracy of 85-95% on quantum key distribution tasks. Despite a general benchmark performance drop of about 5%, the model excels in areas where the base model struggled, utilizing real IBM Quantum experiment data to enhance its capabilities. This advancement is crucial for enhancing the security and efficiency of quantum communication systems.
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