We obtain the surprisal of an input word by taking the negative logarithm of the conditional probability of this word given the context words that precede it: As a consequence of skipping, not all input words are accessible to the reader network.
the probability and surprisal estimates it computes crucially only take into account the words that have actually been fixated.