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Generally when you see metrics stagnate like this it's because the model has converged incorrectly (ex: always predicting 0, or gradients/weights have dropped to 0, etc.). Can you see if this is what's happening for your problem? I'd expect that perhaps your model has converged to predict the majority class for each label.

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