Text Classification on Yelp Full (test)
28.62Test Error RateBERT-ITPT-FiT
Evaluation results
| Method | Links | |
|---|---|---|
| BERT-ITPT-FiTBackbone=BERT-Large, Further pre-training=In-Task (ITPT)2019.05 | 28.62 | |
| BERT-CDPT-FiTconfiguration=BERT + Cross-Domain Pre-Training + Fine-Tuning2019.05 | 29.2 | |
| BERT-IDPT-FiTconfiguration=BERT + In-Domain Pre-Training + Fine-Tuning2019.05 | 29.25 | |
| BERT-FiTBackbone=BERT-Large2019.05 | 29.25 | |
| BERT-ITPT-FiTconfiguration=BERT + withIn-Task Pre-Training + Fine-Tuning2019.05 | 29.42 | |
| BERT-ITPT-FiTBackbone=BERT-Base, Further pre-training=In-Task (ITPT)2019.05 | 29.42 | |
| ULMFiT2018.01 | 29.98 | |
| ULMFIT2019.05 | 29.98 | |
| ULMFiT2019.05 | 29.98 | |
| BERT-FiTconfiguration=BERT + Fine-Tuning2019.05 | 30.06 | |
| BERT-FiTBackbone=BERT-Base2019.05 | 30.06 | |
| BERT-Featconfiguration=BERT as features2019.05 | 30.47 | |
| DPCNN2018.01 | 30.58 | |
| DPCNN2019.05 | 30.58 | |
| CNN2018.01 | 32.39 | |
| Region Emb.2019.05 | 35.1 | |
| VDCNN2019.05 | 35.28 | |
| Char-level CNN2018.01 | 37.95 | |
| Char-level CNN2019.05 | 37.95 | |
| D-LSTM2019.05 | 40.4 |