"You can watch for unusually low probabilities or high uncertainty to flag possible out-of-distribution inputs."
Hendrycks and Gimpel introduced a simple OOD detection baseline based on maximum softmax probabilities and evaluated it across computer vision, natural language processing and speech recognition. Their findings support the manuscript's description of using model confidence scores as practical signals of unfamiliar inputs.
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