[Retracted] Analysis and Evaluation of the Impact of Integrating Mental Health Education into the Teaching of University Civics Courses in the Context of Artificial Intelligence

Table 2

Test results of different emotion classification models.

Models	Chinese				Yelp
				F1				F1
CNN	0.8800	0.8801	0.8800	0.8800	0.9095	0.9095	0.9095	0.9095
BiLSTM	0.8698	0.8720	0.8700	0.8710	0.9263	0.9263	0.9263	0.9263
BiLSTM-Attention	0.8730	0.8771	0.8733	0.8752	0.9281	0.9282	0.9281	0.9281
RCNN	0.8833	0.8834	0.8833	0.8833	0.9207	0.9208	0.9207	0.9207
DPCNN	0.8514	0.8537	0.8517	0.8527	0.9201	0.9205	0.9202	0.9201
LDA+self-attention	0.8924	—	0.9049	0.8970	—	—	—	—
Proposed model	0.9283	0.9289	0.9283	0.9286	0.9555	0.9555	0.9555	0.9555