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**PCF_ID-0.5B** is a fine-tuned version of **Qwen2.5-0.5B**, adapted for network intrusion detection using the **Prompt Cast Framework (PCF-ID)**. By transforming structured tabular records into semantically rich **Question鈥揜easoning鈥揂nswer (Q-R-A)** prompts, PCF_ID enables large language models to effectively reason over cybersecurity data.
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Key results on the **NSL-KDD** benchmark:
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- **Accuracy**: >94%
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- **Precision**: >0.97
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- **Recall**: >0.95
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- **F1 Score**: >0.96
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PCF_ID-0.5B significantly outperforms:
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- Raw LLMs (e.g., vanilla Qwen2.5-0.5B),
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**PCF_ID-0.5B** is a fine-tuned version of **Qwen2.5-0.5B**, adapted for network intrusion detection using the **Prompt Cast Framework (PCF-ID)**. By transforming structured tabular records into semantically rich **Question鈥揜easoning鈥揂nswer (Q-R-A)** prompts, PCF_ID enables large language models to effectively reason over cybersecurity data.
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PCF_ID-0.5B significantly outperforms:
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- Raw LLMs (e.g., vanilla Qwen2.5-0.5B),
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