Applying Deep Learning Technologies to Evaluate the Patent Quality with the Collaborative Training

Table 13

Classification results of PQE_MT_CHN_Co and other benchmark models.

Model	Train			Test
	Precision	Recall		Precision	Recall
SVM_Ch	0.70	0.69	0.69	0.64	0.63	0.63
SVM_En	0.66	0.61	0.63	0.60	0.57	0.58
SVM_Ch + En	0.75	0.67	0.71	0.62	0.60	0.61
SVM_Co	0.75	0.70	0.72	0.68	0.67	0.67
PQE_MT_CHN_Ch	0.73	0.71	0.72	0.62	0.61	0.61
PQE_MT_CHN_En	0.79	0.80	0.79	0.74	0.74	0.74
PQE_MT_CHN_ Ch + En	0.81	0.79	0.80	0.67	0.66	0.66
PQE_MT_CHN_Co	0.84	0.82	0.83	0.78	0.77	0.77