We set the number of hidden units proportional to the input length (see Section 3.1 for configuration details).
areas of study that were historically heavily dependent on feature engineering, including sentiment analysis or image processing (Manjunath and Ma, 1996;abbasi et al., 2008), have made their way towards alternatives that do not involve manually developing features, and instead favor deep learning (Wang et al., 2016).