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This work evaluates eight pretrained models across three architectures to investigate whether model uncertainty (softmax confidence, entropy, entropy) correlates with human disagreement, and finds that it does not: alignment is weak in both dimensions.
The Robust Ambiguity Detection (RAD) framework is advanced for quantifying predictive ambiguity using two complementary metrics: Model-Space Consistency and Feature-Space Consistency, which provide an interpretable characterisation of the sources of ambiguity and the actions a user may consider in response.
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