Multidimensional Self-Attention for Aspect Term Extraction and Biomedical Named Entity Recognition

Table 3

Comparison of score results for ATE tasks.

Model	Laptop			Restaurant
	P	R	F1	P	R	F1
CRF	75.32	72.74	74.01	—	—	—
IHS RD	76.09	73.07	74.55			—
NLANGP	—		—	72.56	72.12	72.34
WDEmb	76.78	73.61	75.16	—	—	—
LSTM	76.37	74.16	75.25	72.09	70.45	71.26
Bi-LSTM-CNN-CRF	78.79	76.83	77.80	73.37	71.65	72.50
RNCRF	79.22	77.64	78.42	—	—	—
CMLA	78.46	77.15	77.80	—	—	—
MIN	75.29	73.88	74.58	—	—	—
DECNN	82.47	80.73	81.59	75.21	73.55	74.37
Our model	82.62	81.19	81.90	73.29	73.91	73.60