NLP, Machine Learning, Deep Learning, Artificial Intelligence, AI.
At the final time step, there are no future observations because we’ve reached the end of the sequence. Therefore, the probability of observing the “empty” sequence of future observations given any current state is 1. This is a convention used to simplify the calculations and provide a base case