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Yusuf Khalid Shire

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#artificial intelligence Open access Sep 2026

PIDS-Bench: Evaluating Prompt-Injection Detectors Under Over-Defense, Obfuscation, and Distribution Shift

Prompt-injection detectors are typically evaluated using aggregate <inline-formula> <tex-math notation="LaTeX">$F_{1}$ </tex-math></inline-formula> on in-distribution test data, which offers limited insight into behavior under distribution shift, particularly on the benign side of the decision boundary, where false pos...

Yusuf Khalid Shire, Sang-Chul Kim · 0 citations

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