Accuracy plateaus when using optimizer=tf.keras.optimizers.Adam() but not optimizer=“adm”

Question

I have a LSTM that I\'m using for text generation where the model.compile looks like

model.compile(optimizer=keras.optimizers.Adam(),
              loss=keras