Author

Cristian Rodriguez-Opazo

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Preprint Jul 2026

Level, Sharpness, and Corpus: Why Zero-Shot OOD Detector Rankings Do Not Transfer

The Complementary Evidence Guard (CEG), a detector-agnostic wrapper that preserves complementary evidence through a non-compensatory fusion of the base detector, level, and sharpness using only empirical in-distribution percentiles is introduced.

I. M. Jara, Cristian Rodriguez-Opazo, Stephen Gould et al. · 0 citations