Cross-Domain Sentiment Analysis on Amazon Reviews (test)
91.74Average AccuracyUDALM
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UDALMBackbone=BERT2021.04 | 91.74 | 90.97 | 91.69 | 93.21 | 91 | 92.3 | 93.66 | 90.61 | 88.83 | 94.43 | 90.29 | 89.54 | 94.34 | |
| DPT BERTBackbone=BERT, Training=Domain Pre-training2021.04 | 90.78 | 90.49 | 90.38 | 92.66 | 91.02 | 91.03 | 92.3 | 88.52 | 87.85 | 94.39 | 88.83 | 88.52 | 93.42 | |
| p+CFd2021.04 | 90.63 | 87.7 | 91.3 | 92.5 | 91.5 | 91.6 | 92.5 | 88.7 | 88.2 | 93.6 | 89.8 | 87.8 | 92.6 | |
| DAAT2021.04 | 90.12 | 90.9 | 88.9 | 88 | 89.7 | 90.1 | 88.8 | 89.6 | 89.3 | 91.7 | 90.8 | 90.5 | 93.2 | |
| SO BERTBackbone=BERT, Mode=Source Only2021.04 | 89.93 | 89.51 | 90.51 | 91.75 | 90.26 | 88.71 | 91.22 | 87.96 | 87.37 | 93.3 | 88.15 | 87.23 | 93.23 | |
| DAT BERTBackbone=BERT, Training=Domain Adversarial2021.04 | 87.68 | 87.31 | 86.91 | 90.59 | 86.3 | 87.85 | 89.95 | 85.65 | 83.99 | 92.45 | 85.07 | 84.11 | 92.07 | |
| R-PERL2021.04 | 87.5 | 87.8 | 87.2 | 90.2 | 85.6 | 89.3 | 90.4 | 90.2 | 84.8 | 91.2 | 83 | 85.6 | 91.2 | |
| EasyTL2019.04 | 79.5 | 79.8 | 79.7 | 80.9 | 79.9 | 80.8 | 82 | 75 | 75.3 | 84.9 | 76.5 | 76.3 | 82.5 | |
| EasyTL(c)variant=classifier only2019.04 | 77.8 | 78.4 | 77.5 | 79.2 | 79.5 | 77.4 | 80.4 | 73 | 73.1 | 84.6 | 75.2 | 73.8 | 82 | |
| MDDA2019.09 | 77.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CORAL2019.09 | 71.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CORAL2019.04 | 69.1 | 71.6 | 65.1 | 67.3 | 70.1 | 65.6 | 67.1 | 67.1 | 66.2 | 77.6 | 68.2 | 68.9 | 75.4 | |
| SA2019.04 | 67.3 | 67 | 70.8 | 72.2 | 67.5 | 67.1 | 69.4 | 61.4 | 64.9 | 70.4 | 64.4 | 64.6 | 68.2 | |
| SA2019.09 | 67 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GFK2019.04 | 66.8 | 66.4 | 65.5 | 69.2 | 66.3 | 63.7 | 67.7 | 62.4 | 63.4 | 73.8 | 65.5 | 65 | 73 | |
| JGSA2019.09 | 66.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GFK2019.09 | 66.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TCA2019.04 | 65.5 | 63.6 | 60.9 | 64.2 | 63.3 | 64.2 | 69.1 | 59.5 | 62.1 | 74.8 | 64.1 | 65.4 | 74.5 | |
| BDA2019.04 | 65.5 | 64.2 | 62.1 | 65.4 | 62.4 | 66.3 | 68.9 | 59.2 | 61.6 | 74.7 | 62.7 | 64.3 | 74 | |
| JDA2019.09 | 64.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TCA2019.09 | 63.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| JGSA2019.04 | 60.5 | 66.6 | 75 | 72.1 | 55.5 | 67.3 | 65.6 | 51.6 | 50.8 | 55 | 58.3 | 56.4 | 51.7 | |
| 1NN2019.04 | 51.3 | 49.6 | 49.8 | 50.3 | 53.3 | 51 | 53.1 | 50.8 | 50.9 | 51.2 | 52.2 | 51.2 | 52.3 | |
| 1NN2019.09 | 49.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Asymmetric Tri-training2017.02 | — | 80.7 | 79.8 | 82.5 | 73.2 | 77 | 82.5 | 73.2 | 72.9 | 86.9 | 72.5 | 74.9 | 84.6 | |
| DANN2017.02 | — | 78.4 | 73.3 | 77.9 | 72.3 | 75.4 | 78.3 | 71.1 | 73.8 | 85.4 | 70.9 | 74 | 84.3 | |
| DANNInput=Original representation2015.11 | — | 78.4 | 73.3 | 77.9 | 72.3 | 75.4 | 78.3 | 71.3 | 73.8 | 85.4 | 70.9 | 74 | 84.3 | |
| VFAE2017.02 | — | 79.9 | 79.2 | 81.6 | 75.5 | 78.6 | 82.2 | 72.7 | 76.5 | 85 | 72 | 73.3 | 83.8 | |
| VFAE2015.11 | — | 79.9 | 79.2 | 81.6 | 75.5 | 78.6 | 82.2 | 72.7 | 76.5 | 85 | 72 | 73.3 | 83.8 | |
| VFAEprobing_classifier=Random Forest2015.11 | — | 53.5 | 54.1 | 53.7 | 53.7 | 53.8 | 54.3 | 56.2 | 55.6 | 53.6 | 56 | 56.1 | 53.3 | |
| VFAEprobing_classifier=Logistic Regression2015.11 | — | 56.4 | 56.2 | 58.3 | 56.3 | 56.6 | 58.9 | 59 | 58.6 | 57 | 59.3 | 59.9 | 56.5 |