Number of parameters of RNN cells in Keras/Tensorflow (SimpleRNN, GRU and LSTM)

Question

I am a bit confused with the number of parameters that Keras/Tensorflow 2.1.0 reports for different RNN layers. For SimpleRNN element the following code works as expected: