Topic Classification on Patent (test)
64.1AccuracyBERT Seq-CLS
Evaluation results
| Method | Links | |
|---|---|---|
| BERT Seq-CLSTraining Strategy=individual2023.05 | 64.1 | |
| BERT Seq-CLSTraining Strategy=full2023.05 | 50.2 | |
| GPT-2Training Strategy=implicit2023.05 | 25.8 | |
| GPT-2Training Strategy=vanilla2023.05 | 23.5 | |
| GPT-2Training Strategy=explicit2023.05 | 21.6 | |
| Binary BERTTraining Strategy=explicit2023.05 | 19.5 | |
| Binary BERTTraining Strategy=implicit2023.05 | 15.2 | |
| Binary BERTTraining Strategy=vanilla2023.05 | 13.6 | |
| Bi-EncoderTraining Strategy=vanilla2023.05 | 11.7 | |
| Bi-EncoderTraining Strategy=implicit2023.05 | 9.6 | |
| Bi-EncoderTraining Strategy=explicit2023.05 | 9.3 | |
| BARTTraining Strategy=Zero-shot2023.05 | 8.9 |