AcuteShrewdSecurity/Llama-Phishsense-1B
AcuteShrewdSecurity/Llama-Phishsense-1B is a 1 billion parameter Llama-Guard-3-1B based model fine-tuned by AcuteShrewdSecurity for phishing detection. Utilizing LoRA, it classifies emails as phishing (TRUE) or non-phishing (FALSE) with high accuracy. This model is optimized for real-time, resource-efficient deployment in corporate and individual email systems to proactively identify and mitigate phishing threats.
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Llama-Phishsense-1B: AI-Powered Phishing Defense
The AcuteShrewdSecurity/Llama-Phishsense-1B is a 1 billion parameter model, fine-tuned from meta-llama/Llama-Guard-3-1B using Low-Rank Adaptation (LoRA). Its primary function is to classify emails as either phishing (TRUE) or non-phishing (FALSE), providing a lightweight yet powerful defense against evolving email scams.
Key Capabilities
- High Accuracy: Achieves an F1-score of 0.99 on balanced datasets and strong performance on custom expert-designed phishing cases, significantly outperforming the base model.
- Efficiency: LoRA fine-tuning ensures fast operation and minimal computational resource requirements, making it suitable for diverse deployment environments.
- Binary Classification: Specializes in clear TRUE/FALSE predictions for phishing detection.
- Custom Dataset Training: Fine-tuned on a balanced dataset of 30k real-world phishing and benign emails for robust applicability.
Good For
- Corporate Enterprise Phishing Protection: Integrates into corporate email systems to mitigate risks from targeted phishing attacks and prevent unauthorized access.
- Individual Email Security: Identifies phishing attempts in personal inboxes, offering peace of mind by securing private data.
- Security as a Service: Can be incorporated into existing cybersecurity offerings by security professionals and IT providers to enhance client protection.