For the following set of questions, let us consider generating documents that are English letter sequences (assume no spaces or punctuation), i.e. the vocabulary is made up of all the letters in the English alphabet.

We would like to generate documents using this vocabulary using a multinomial model . As described in the lecture, what is the minimal number of parameters that the model should have? Enter your answer below.

25