The use of convolutional neural networks (CNNs) has been expanded beyond recognizing and classifying images as the efficient and effective architecture can be used to encode sentences in the optimal order, revealing grammatical and semantic relationships in the sentence structure. This approach can be enhanced by increasing the resolution to enable the correction of not only grammatically, but also stylistically correct sentences.