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Ch. Erkinova

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Jul 2026

DEFENSE-IN-DEPTH FOR LARGE LANGUAGE MODELS: A MULTI-LAYER HYBRID ARCHITECTURE FOR PROMPT INJECTION DETECTION

A layered hybrid defense gateway that combines three complementary detectors: a fast prefilter based on lexical rules, a semantic classifier that uses word-level TF-IDF features together with a multilayer perceptron, and a character-level classifier that is robust to obfuscation is proposed.

O. Esanov, Ch. Erkinova · 0 citations