Why 99% Confidence Can Mislead AI Models

Understanding why 99% confidence matters in AI models starts with recognizing a critical flaw: confidence scores often misrepresent accuracy. For instance, a model claiming 90% confidence might only be correct 65% of the time, a gap known as the "calibration gap" (1). This discrepancy arises from…

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