SCOUT adaptively allocates heterogeneous prompt-injection detectors via pre-hoc reliability prediction, cutting attack success 46% and wall-clock 40% versus always-on GPT-4o on new SCOUT-450 benchmark at modest utility cost, with transfer to other sets.
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Send a SCOUT First: Pre-hoc Reasoning for Adaptive Detector Allocation in Prompt-Injection Defense
SCOUT adaptively allocates heterogeneous prompt-injection detectors via pre-hoc reliability prediction, cutting attack success 46% and wall-clock 40% versus always-on GPT-4o on new SCOUT-450 benchmark at modest utility cost, with transfer to other sets.