using ANN to classift news article

I will be using reuters dataset in keras. It is a set of short newswires along with their topics published by Reuters in 1986. It is a simple, widely used toy dataset for text classification.
I want to use a simple feedforward neural network to classify reuters news into 46 different topics/classes.