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

Table 3

Results of models.

Model	Text classification			NER			Time; s/epoch
	Train	Val	Test	Train	Val	Test
Model_1	0.5825	0.5652	0.5522	N/A	N/A	N/A	1420
Model_2	0.6026	0.5805	0.5734	N/A	N/A	N/A	1526
Model_3	0.6373	0.5910	0.5962	N/A	N/A	N/A	1922
Model_4	0.6326	0.6054	0.6024	0.8461	0.8457	0.8490	1580
Model_5	0.6890	0.6253	0.6220	0.8541	0.8584	0.8566	1984
PQE_MT_USA	0.8729	0.8292	0.8390	0.8689	0.8795	0.8788	2310