Document Classification on Yelp Polarity
97.8AccuracyULMFIT
Evaluation Results
| Method | Links | |
|---|---|---|
| ULMFIT2019.09 | 97.8 | |
| DPCNN2019.09 | 97.3 | |
| DRNN2019.09 | 97.3 | |
| ULMFiT (Small data)Training data percentage=10%2019.09 | 97.1 | |
| ULMFIT (Tiny data)Training data percentage=4%2019.09 | 96.7 | |
| DC+MFA2019.09 | 96.5 | |
| Region Embedding2019.01 | 96.4 | |
| DNC-UWWriting Strategy=Uniform Writing2019.01 | 96.4 | |
| DNC-CUWWriting Strategy=Cached Uniform Writing2019.01 | 96.4 | |
| WC-Reg2019.09 | 96.4 | |
| VDCNN2019.01 | 95.7 | |
| VDCNN2019.09 | 95.7 | |
| D-LSTM2019.01 | 92.6 | |
| CNN2019.08 | 81.5 | |
| MPAD-clique2019.08 | 81.17 | |
| HN-ATT2019.08 | 80.78 | |
| MPAD-path2019.08 | 80.46 | |
| MPAD-sentence-att2019.08 | 80.44 | |
| DiSAN2019.08 | 80.38 | |
| DAN2019.08 | 80.3 | |
| MPAD2019.08 | 80.24 | |
| LSTM-GRNN2019.08 | 79.98 | |
| SPGK2019.08 | 77.89 | |
| doc2vec2019.08 | 67.3 | |
| WMD2019.08 | 66.42 |