Preprint
Aug 2026
BASIS: Breach-Aware Selective Prompt Injection Shielding with Prefill Attention Probes
Experiments show that BASIS maintains near-perfect injection detection while substantially reducing over-refusal on safe attack samples, especially under robust instruction templates.
Laiqiao Qin, Tianqing Zhu, Longxiang Gao et al.
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