Logit-based GOP scores, especially maximum logit, can improve correlation with human pronunciation ratings, but do not consistently beat probability-based GOP in classification.
Of all these measures, GOP Margin achieves the highest accuracy (0.851), MCC (0.347)
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Evaluating Logit-Based GOP Scores for Mispronunciation Detection
Logit-based GOP scores, especially maximum logit, can improve correlation with human pronunciation ratings, but do not consistently beat probability-based GOP in classification.