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  5. ROC AUC
Evaluation & Benchmarksaka Area Under the ROC Curveaka AUROC

ROC AUC

ROC AUC summarizes how well a scoring model ranks positive examples above negative examples across thresholds.

Ask Melo about this← all terms

The receiver operating characteristic curve plots true-positive rate against false-positive rate as the threshold changes. The metric does not select an operating threshold and can be less informative for highly imbalanced problems.

Related terms

Zero-Shot EvaluationAccuracyCalibrationExact MatchChatbot ArenaLiveCodeBench

Where ROC AUC comes up

  • Pangram Image 1.0 and Image Flash 1.0: What the AI Image and Video Detector Claims, and What Is Verified
  • MiniCPM-OCR 1.0 and Jev: OpenBMB's Apache 2.0 Document Parser Plus a Model That Flags Bad OCR