How could we Predict marks for an answer given to a particular question ?

Suppose we have a question and a datasets of answers and human rated marks . How could we predict the marks by answer ?
My first thought is tokenize it and apply nlp . Is there a way to apply nlp that recognizes the answer is ontological to the correct answer ?