Probabilistic Extension of Precision, Recall, and F1 Score for More Thorough Evaluation of Classification Models

no code implementations • EMNLP (Eval4NLP) 2020 • Reda Yacouby, Dustin Axman

We present a probabilistic extension of Precision, Recall, and F1 score, which we refer to as confidence-Precision (cPrecision), confidence-Recall (cRecall), and confidence-F1 (cF1) respectively.