1. Character-level Convolutional Networks for Text Classification by Zhang et al
2. A Bag of Tricks for Efficient Text Classification by Joulin et al
The first model takes literally seconds to train, while the second needs several hours, which would be a game changer when it comes to choosing the hyperparameters.
There is a typo here.
Fasttext is definitely faster than CNN.