How to predict the best word from set of words?

I'm trying to use your Word level RNN to predict the best word from a set of words.
let's say the set of words will be: 
             set_of_words = {beautiful, beauty, bea}

and the output of the rnn model = "beautiful"

how can i do this using your rnn model? 