This is because the well-trained LSTM-Jump is aware of the jumping signal at the first token and hence can directly jump to the output position to make prediction, while LSTM is agnostic to the signal and has to read the whole sequence.
the reading speed of LSTM-Jump is hardly affected by the length of sequence, but that of LSTM is linear with respect to length.