A Hierarchical Neural-Network-Based Document Representation Approach for Text Classification

Table 3

Performance comparison of all models.

Model	Yelp 2016		Amazon Reviews (Electronics)
	Accuracy	Time consumption	Accuracy	Time consumption
FastText	0.5431	1.50	0.5645	0.73
TextHFT	0.5927	1.52	0.6105	0.76
TextRNN	0.4433	263.85	0.5636	106.90
TextHRN	0.5988	91.75	0.5978	24.46
TextCNN	0.5939	101.94	0.5619	27.85
TextHCNN	0.6215	102.41	0.6032	28.64