Sentiment Analysis on Amazon Music -> SST-2 (test)
91.4Source F1Source model
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Source modelBackbone=BERT-Base2021.03 | 91.4 | 83.5 | |
| REMOTE (Rs)Backbone=BERT-Base2021.03 | 91.1 | 85.3 | |
| REMOTE (Rs + Ch)Backbone=BERT-Base2021.03 | 91.1 | 87.3 | |
| Fine-tune (C_all)Backbone=BERT-Base2021.03 | 90.4 | 92.9 | |
| L2-reg (C_sample)Backbone=BERT-Base2021.03 | 89 | 86.8 | |
| Fine-tune (C_sample)Backbone=BERT-Base2021.03 | 88.9 | 86.7 | |
| Distillation (C_sample)Backbone=BERT-Base2021.03 | 87.4 | 86.7 | |
| Fine-tune (C_all)Backbone=Bi-LSTM+Attention2021.03 | 81.7 | 81.1 | |
| Source modelBackbone=Bi-LSTM+Attention2021.03 | 81.1 | 54 | |
| Fine-tune (C_sample)Backbone=Bi-LSTM+Attention2021.03 | 78.9 | 61 | |
| L2-reg (C_sample)Backbone=Bi-LSTM+Attention2021.03 | 78.7 | 62.6 | |
| Distillation (C_sample)Backbone=Bi-LSTM+Attention2021.03 | 78.6 | 61.6 | |
| REMOTE (Rsoft)Backbone=Bi-LSTM+Attention2021.03 | 78.5 | 64.9 | |
| REMOTE (Rsoft + Cstrict)Backbone=Bi-LSTM+Attention2021.03 | 76.9 | 66.1 |