Table 6 Comparison of classification... | Emerald Publishing

Table 6

Comparison of classification accuracy (%) on 16 domains in FDU-MTL dataset where the previous methods (MT-DNN, ASP-MTL, MAN-L2, MAN-NLL, FT) and the proposed MSP are evaluated. Length of soft prompt is set as 5.

Domain	MT-DNN	ASP-MTL	MAN-L2	MAN-NLL	FT	MSP
Books	82.2	84.0	87.6	86.8	87.0	89.0
DVD	84.2	85.5	88.1	88.6	85.6	88.1
Electronics	81.7	86.8	87.4	88.8	88.3	90.3
Kitchen	80.7	86.2	89.8	89.9	91.0	90.7
Apparel	85.0	87.0	87.6	87.6	90.0	92.0
Camera	86.2	89.2	91.4	90.7	90.0	90.8
Health	85.7	88.2	89.8	89.4	88.3	91.3
Music	84.7	82.5	85.9	85.5	86.8	87.8
Toys	87.7	88.0	90.0	90.4	90.3	90.8
Video	85.0	84.5	89.5	89.6	88.0	88.4
Baby	88.0	88.2	90.0	90.2	91.5	91.3
Magazine	89.5	92.2	92.5	92.9	89.8	90.2
Software	85.7	87.2	90.4	90.9	89.3	90.9
Sports	83.2	85.7	89.0	89.0	90.8	91.8
IMDB	83.2	85.5	86.6	87.0	85.8	88.3
MR	75.5	76.7	76.1	76.7	74.0	80.4
AVG	84.3	86.1	88.2	88.4	87.9	89.5

Domain	MT-DNN	ASP-MTL	MAN-L2	MAN-NLL	FT	MSP
Books	82.2	84.0	87.6	86.8	87.0	89.0
DVD	84.2	85.5	88.1	88.6	85.6	88.1
Electronics	81.7	86.8	87.4	88.8	88.3	90.3
Kitchen	80.7	86.2	89.8	89.9	91.0	90.7
Apparel	85.0	87.0	87.6	87.6	90.0	92.0
Camera	86.2	89.2	91.4	90.7	90.0	90.8
Health	85.7	88.2	89.8	89.4	88.3	91.3
Music	84.7	82.5	85.9	85.5	86.8	87.8
Toys	87.7	88.0	90.0	90.4	90.3	90.8
Video	85.0	84.5	89.5	89.6	88.0	88.4
Baby	88.0	88.2	90.0	90.2	91.5	91.3
Magazine	89.5	92.2	92.5	92.9	89.8	90.2
Software	85.7	87.2	90.4	90.9	89.3	90.9
Sports	83.2	85.7	89.0	89.0	90.8	91.8
IMDB	83.2	85.5	86.6	87.0	85.8	88.3
MR	75.5	76.7	76.1	76.7	74.0	80.4
AVG	84.3	86.1	88.2	88.4	87.9	89.5