Bilstm Keras multilabel classification : predict the same value for each token

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I have made a bi lstm and I would like to be able to predict new values with it, i.e. I would like to have the corresponding labels in output. However, I notice that I always get the same value. Do you know why? Did I make a mistake in my settings? You can see in the first picture my bi-lstm and in the second picture the predictions. Tanhk you!!!

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