Sentiment Analysis on IMDb (Accuracy, Latency, Parameters, Speedup)
87.9AccuracyS4D
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| S4DPruning Rate=70%2026.06 | 87.9 | 51.1 | -65 | 853,020 | -14.1 | |
| S4DPruning Rate=30%2026.06 | 87.73 | 105.2 | -28 | 932,970 | -6 | |
| S4DPruning Rate=50%2026.06 | 87.66 | 78.3 | -46.4 | 892,930 | -10 | |
| S4DPruning Rate=10%2026.06 | 87.64 | 132.8 | -9.1 | 972,750 | -2 | |
| S4DPruning Rate=0%2026.06 | 87.25 | 146.2 | — | 992,770 | — | |
| S4DPruning Rate=90%2026.06 | 86.58 | 23.3 | -84.1 | 813,110 | -18.1 | |
| S4Pruning Rate=0%2026.06 | 84.78 | 145.4 | — | 99,970 | — | |
| S4Pruning Rate=10%2026.06 | 84.59 | 132 | -9.2 | 93,262 | -6.7 | |
| S4Pruning Rate=30%2026.06 | 84.35 | 104.6 | -28.1 | 80,104 | -19.9 | |
| S4Pruning Rate=50%2026.06 | 83.66 | 78.5 | -46 | 66,946 | -33 | |
| S4Pruning Rate=70%2026.06 | 81.48 | 51.5 | -64.6 | 53,788 | -46.2 | |
| S4Pruning Rate=90%2026.06 | 76.93 | 25.5 | -82.5 | 40,630 | -59.4 |