Text Classification on Yelp Polarity (test)
95.8AccuracySDM-ATTACK
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SDM-ATTACKVictim Model=BERT2023.05 | 95.8 | — | 8.2 | 71 | |
| VDCNNDepth=29, #Conv Params [M]=4.6, #FC Params [M]=12.59, #Total Params [M]=17.19, Storage Size [MB]=64.162019.01 | 95.72 | — | — | — | |
| Char-CNNDepth=6, #Conv Params [M]=1.37, #FC Params [M]=11.34, #Total Params [M]=12.71, Storage Size [MB]=43.252019.01 | 95.64 | — | — | — | |
| VDCNNDepth=17, #Conv Params [M]=4.4, #FC Params [M]=12.59, #Total Params [M]=16.99, Storage Size [MB]=62.742019.01 | 95.5 | — | — | — | |
| SVDCNNDepth=29, #Conv Params [M]=1.56, #FC Params [M]=0.02, #Total Params [M]=1.58, Storage Size [MB]=6.032019.01 | 95.26 | — | — | — | |
| VDCNNDepth=9, #Conv Params [M]=2.2, #FC Params [M]=12.59, #Total Params [M]=14.79, Storage Size [MB]=54.752019.01 | 95.12 | — | — | — | |
| SVDCNNDepth=17, #Conv Params [M]=1.43, #FC Params [M]=0.02, #Total Params [M]=1.45, Storage Size [MB]=5.522019.01 | 95.04 | — | — | — | |
| SVDCNNDepth=9, #Conv Params [M]=0.71, #FC Params [M]=0.02, #Total Params [M]=0.73, Storage Size [MB]=2.82019.01 | 94.99 | — | — | — | |
| TextFoolerVictim Model=BERT2023.05 | 90.5 | — | 9 | 69 | |
| BERT-AttackVictim Model=BERT2023.05 | 89.8 | — | 12.4 | 66 | |
| A2TVictim Model=BERT2023.05 | 88.3 | — | 8.1 | 68 | |
| BERT-CDPT-FiTconfiguration=BERT + Cross-Domain Pre-Training + Fine-Tuning2019.05 | — | 1.97 | — | — | |
| BERT-Featconfiguration=BERT as features2019.05 | — | 2.39 | — | — | |
| BERT-FiTconfiguration=BERT + Fine-Tuning2019.05 | — | 2.28 | — | — | |
| BERT-IDPT-FiTconfiguration=BERT + In-Domain Pre-Training + Fine-Tuning2019.05 | — | 1.87 | — | — | |
| BERT-ITPT-FiTconfiguration=BERT + withIn-Task Pre-Training + Fine-Tuning2019.05 | — | 1.92 | — | — | |
| Char-level CNN2019.05 | — | 4.88 | — | — | |
| D-LSTM2019.05 | — | 7.4 | — | — | |
| DPCNN2019.05 | — | 2.64 | — | — | |
| Region Emb.2019.05 | — | 3.6 | — | — | |
| ULMFIT2019.05 | — | 2.16 | — | — | |
| VDCNN2019.05 | — | 4.28 | — | — |