I am starting to learn LSTM by understanding how it is used for creating a char-RNN and had a fundamental question.

Does the number of nodes in the hidden layer need to be the same as that of the input sequence as depicted in the figure enter image description here

Or can we have less than the number of input sequences. If less than number of input sequence can be used how do we interpret the LSTM structure


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