**SHALLOW WORD-LEVEL CNNS AS IN [3,<cite> 4]</cite>** Two types of word-CNN were proposed in [3,<cite> 4]</cite> , which are illustrated in Figure 1 . One is a straightforward application of CNN to text (the base model), and the other involves training of tv-embedding ('tv' stands for two views) to produce additional input to the base model.