Hi @snowdere,
Currently, text-classification pipeline only has multiclass classification. It uses softmax if more than two labels. You can try zero-shot pipeline, it supports multilabel things that you required. This model I trained for multiclass classification as the emotion dataset is multiclass kind of dataset(i.e. having labels like [1 0 0 0 0 0] with six class).