Privacy-Preserving Inference on BERT Large (inference)
0.351GeLU Time (s)MPCFormer
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MPCFormerModel=BERT-Large2024.01 | 0.351 | 0.604 | 7.274 | 5.052 | 10.864 | 1.282 | 19.261 | 8.565 | 37.75 | |
| SecFormerModel=BERT-Large2024.01 | 14.531 | 35.635 | 3.115 | 4.916 | 3.122 | 1.248 | 18.321 | 8.565 | 39.089 | |
| PUMAModel=BERT-Large2024.01 | 27.357 | 57.378 | 89.938 | 180.898 | 4.313 | 1.254 | 18.278 | 8.565 | 139.954 | |
| CrypTenModel=BERT-Large2024.01 | 27.881 | 57.378 | 83.017 | 134.093 | 9.105 | 1.272 | 19.945 | 8.565 | 140.018 |