Text Classification on IMDb (Reporting RMSE and Attention Metrics)
87.36AccuracyASAP-LS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ASAP-LSL (Projection Dimension)=32, Time (ms)=11.79 ± 0.02, Sequence Length=5122026.05 | 87.36 | 0.003 | 0.035 | |
| ASAP-KLL (Projection Dimension)=32, Time (ms)=11.79 ± 0.02, Sequence Length=5122026.05 | 87.34 | 0.003 | 0.039 | |
| Sinkhorn teacherS (Sinkhorn Iterations)=20, Time (ms)=63.02 ± 0.12, Sequence Length=5122026.05 | 87.34 | — | — | |
| ASAP-LS-0L (Projection Dimension)=32, Time (ms)=7.74 ± 0.02, Sequence Length=5122026.05 | 87.29 | 0.02 | 0.364 | |
| ASAP-KL-0L (Projection Dimension)=32, Time (ms)=7.74 ± 0.02, Sequence Length=5122026.05 | 87.29 | 0.02 | 0.365 | |
| ASAP-LS-0L (Projection Dimension)=64, Time (ms)=9.19 ± 0.02, Sequence Length=5122026.05 | 87.25 | 0.018 | 0.322 | |
| Sinkhorn normalizerS (Sinkhorn Iterations)=5, Time (ms)=19.87 ± 0.05, Sequence Length=5122026.05 | 87.15 | 0.06 | 1.43 | |
| Sinkhorn normalizerS (Sinkhorn Iterations)=3, Time (ms)=14.14 ± 0.03, Sequence Length=5122026.05 | 86.92 | 0.068 | 1.527 |