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The hidden state is never described as part of LSTM, and is only mentioned in the section about GRU.
There is a paragraph that refers to both the cell state (C_t) and the hidden state (h_t) as "cell state". This is quite confusing, although the nearby graph provides some insight to what is really meant.
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