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Open access Aug 2026

Semantic-Preserving Hybrid Tokenization With Codebert For Robust Webshell Detection In Hypertext Preprocessor Source Code

Transformer-based code models can achieve high accuracy in PHP(Hypertext Preprocessor) webshell detection, but high in-distribution scores do not necessarily indicate reliable behavior under difficult benign cases. This study investigates shortcut learning in CodeBERT-based PHP webshell classification and proposes a se...

Muhammad Kevin Adli Pratama, Muh Ghazy Daffa Sampe, Muhammad Ariando Ferdian et al. · 0 citations

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