Text Classification on UK-MIND-20
89.8F1All-HQ
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| All-HQClassifier=DistilBERT, Training Set=All augmentations High Quality2021.06 | 89.8 | 85.8 | 0.023 | |
| AB-HQClassifier=DistilBERT, Training Set=Automated + Back-translation High Quality2021.06 | 89.7 | 85.8 | 0.02 | |
| AB-LQClassifier=DistilBERT, Training Set=Automated + Back-translation Low Quality2021.06 | 89.5 | 85.5 | 0.021 | |
| All-LQClassifier=DistilBERT, Training Set=All augmentations Low Quality2021.06 | 89.5 | 85.7 | 0.021 | |
| WordNet AugmentationClassifier=DistilBERT, Training Set=WordNet2021.06 | 89.4 | 85.3 | 0.023 | |
| Introductory Phrase AugmentationClassifier=DistilBERT, Training Set=Phrase2021.06 | 89.3 | 85.4 | 0.024 | |
| PPDB AugmentationClassifier=DistilBERT, Training Set=PPDB2021.06 | 89.3 | 85.1 | 0.022 | |
| Dictionary AugmentationClassifier=DistilBERT, Training Set=Dictionary2021.06 | 89.2 | 85.3 | 0.024 | |
| Order AugmentationClassifier=DistilBERT, Training Set=Order2021.06 | 89.1 | 85.2 | 0.022 | |
| GloVe AugmentationClassifier=DistilBERT, Training Set=GloVe2021.06 | 89.1 | 84.9 | 0.021 | |
| UK-MIND-20Classifier=DistilBERT, Training Set=UK-MIND-20 corpus2021.06 | 89 | 83.9 | 0.063 | |
| FastText AugmentationClassifier=DistilBERT, Training Set=FastText2021.06 | 89 | 85.1 | 0.023 | |
| Orig (baseline)Classifier=DistilBERT, Training Set=Original corpus2021.06 | 88.9 | 83.9 | 0.063 |