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Jul 2026

Explainable Prompt Injection Detection using Sentence Embeddings, Random Forest, and Word-Level Attribution

A explainable framework that detects the attacks using a Random Forest (RF) classifier along with semantic sentence embedding and SHAP (Shapley Additive Explanations) is used together with a wordlevel attribution mechanism to give human-legible explanations for the model predictions, and to emphasize harmful parts within the prompt.

M. Ahmad, M. Asif, Aoun E. Muhammad et al. · 0 citations