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The key innovation is **fragment-based detection**: SPID splits input into fragments and classifies each independently, catching compound attacks where a malicious instruction hides behind a benign prefix.
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## Demo
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The key innovation is **fragment-based detection**: SPID splits input into fragments and classifies each independently, catching compound attacks where a malicious instruction hides behind a benign prefix.
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> Full pipeline, training code, and demo videos: **[GitHub repository](https://github.com/JHC56/spid)**
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> If you find this useful, a ⭐ on GitHub is appreciated!
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## Demo
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