Given a language model p(•) and a lexical simplification example, we ranked the list of candidates based on the probability the language model assigns to the sentence with the candidate simplification inserted in context.
we scored each candidate simplification r j by p(s 1 ... s i−1 r j s i+1 ... s n ) and then ranked them based on this score.