Text Classification on UTCD Average (test)
88.4AccuracyBERT Seq-CLS
Evaluation Results
| Method | Links | |
|---|---|---|
| BERT Seq-CLSTraining Strategy=individual2023.05 | 88.4 | |
| BERT Seq-CLSTraining Strategy=full2023.05 | 75 | |
| Binary BERTTraining Strategy=explicit2023.05 | 55.1 | |
| Binary BERTTraining Strategy=implicit2023.05 | 53.5 | |
| Binary BERTTraining Strategy=vanilla2023.05 | 53.2 | |
| GPT-2Training Strategy=explicit2023.05 | 48.2 | |
| GPT-2Training Strategy=vanilla2023.05 | 47.3 | |
| Bi-EncoderTraining Strategy=implicit2023.05 | 45.8 | |
| BARTTraining Strategy=Zero-shot2023.05 | 44.8 | |
| Bi-EncoderTraining Strategy=vanilla2023.05 | 44.7 | |
| Bi-EncoderTraining Strategy=explicit2023.05 | 44.7 | |
| GPT-2Training Strategy=implicit2023.05 | 43.6 | |
| GPT-3Training Strategy=Zero-shot2023.05 | 43.3 |