Cross-domain classification on MDS (Multi-Domain Sentiment) 2007 (test) benchmark leaderboard · SOTA2 Research

Cross-domain classification on MDS (Multi-Domain Sentiment) 2007 (test)

91.5Accuracy (Books to DVD)CST

Evaluation Results

Method	Links
CST2021.03		91.5	92.9	92.6	91.9	92.6	93.5	90.2	89.4	93.8	87.9	88.3	93.5	91.5
VAT2021.03		90.6	91	91.7	90.8	90.8	92	87.2	86.9	92.6	86.9	87.7	92.9	90.1
VAT+Entropy2021.03		90.4	91.3	91.5	91	91.1	92.4	87.5	86.3	92.4	86.5	87.5	93.1	90.1
MDD2021.03		90.4	90.4	91.8	90.2	90.9	91	87.5	86.3	92.5	89	87.9	92.1	90
DANN2021.03		90.2	89.5	90.9	91	90.6	90.2	87.1	87.5	92.8	87.8	87.6	93.2	89.9
Source-only2021.03		89.7	88.4	90.9	90.1	88.5	90.2	86.9	88.5	91.5	87.6	87.3	91.2	89.2
Upper Baseline2018.10		85	87.1	90.7	83.9	87.1	90.7	83.9	85	90.7	83.9	85	87.1	86.7
SDA2018.10		84.4	—	—	—	—	—	—	—	90.2	—	—	87.2	—
PyDCI2018.10		82.3	83.7	84.3	83.5	85.5	85.6	80	80.1	87.8	80.7	80.6	86	83.3
JaDCI2018.10		81.7	82.2	83.5	82.4	82.4	86.4	76.4	77.4	86.8	79	79.9	85.8	82
JaDCI2018.10		80.8	81	83.4	82.5	82.2	85.8	76.6	76.8	86.4	78.3	78.8	85.5	81.5
Lower Baseline2018.10		80.7	73.4	77.4	79	75.7	77.8	71.6	74.5	85.9	73.7	74.6	84	77.3
PyDCI2018.10		80.3	83.7	85.1	83.2	83.9	85.3	79.6	78.7	87.1	77.9	79.5	85.3	82.5
AMN2018.10		—	80.8	—	—	—	—	78	—	—	79.3	—	—	81.4
CDFL2018.10		—	—	—	—	80.9	—	—	—	—	—	87.6	—	—
DANN2018.10		—	—	84.3	82.5	—	84.9	—	78.1	—	—	—	—	—