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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: mit
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+ datasets:
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+ - Mireu-Lab/NSL-KDD
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+ metrics:
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+ - accuracy
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+ base_model:
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+ - Qwen/Qwen2.5-0.5B
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+ pipeline_tag: text-classification
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+ ---
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+ PCF_ID: A Novel Prompt Cast Framework for Intrusion Detection
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+ Qwen2.5: Large Language Model for Enhanced Natural Language Understanding and Intrusion Detection
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+ [![Hugging Face Model](https://img.shields.io/badge/Hugging%20Face-Model-blue)](https://huggingface.co/your_model_name_here)
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+ [![Python 3.8+](https://img.shields.io/badge/Python-3.8%2B-blue)](https://www.python.org/)
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+ [![License](https://img.shields.io/badge/License-Apache%202.0-green.svg)](https://opensource.org/licenses/Apache-2.0)
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+ 📌 模型概述
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+ PCF_ID-0.5B ,通过 PCF-ID 框架针对结构化入侵检测数据进行了微调,实现了从原始 LLMs 到安全领域应用的重大跃迁:
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+ 准确率:高达 97%以上
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+ F1 分数:达到 0.98以上
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+ 在标准入侵检测NSL-KDD基准上显著优于大模型,传统机器学习方法和先进的图神经网络。
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