The desirability of using a label smoothing mechanism. This evaluation on the test set is conducted by comparing the HIWL with a simpler model HMWS. The HMWS is designed by removing the label smoothing mechanism from HIWL.
| . | HIWL . | HMWS . | ||
|---|---|---|---|---|
| . | Recall . | Overall acc . | Recall . | Overall acc . |
| CRS | 0.9633 | 96.32 per cent | 0.9668 | 96.04 per cent |
| IBS | 0.9628 | 0.9616 | ||
| CSS | 0.7069 | 0.6724 | ||
| EO | 0.9616 | 0.9437 | ||
| SPI | 0.9834 | 0.9821 | ||
| . | HIWL . | HMWS . | ||
|---|---|---|---|---|
| . | Recall . | Overall acc . | Recall . | Overall acc . |
| CRS | 0.9633 | 96.32 per cent | 0.9668 | 96.04 per cent |
| IBS | 0.9628 | 0.9616 | ||
| CSS | 0.7069 | 0.6724 | ||
| EO | 0.9616 | 0.9437 | ||
| SPI | 0.9834 | 0.9821 | ||
The desirability of using a label smoothing mechanism. This evaluation on the test set is conducted by comparing the HIWL with a simpler model HMWS. The HMWS is designed by removing the label smoothing mechanism from HIWL.
| . | HIWL . | HMWS . | ||
|---|---|---|---|---|
| . | Recall . | Overall acc . | Recall . | Overall acc . |
| CRS | 0.9633 | 96.32 per cent | 0.9668 | 96.04 per cent |
| IBS | 0.9628 | 0.9616 | ||
| CSS | 0.7069 | 0.6724 | ||
| EO | 0.9616 | 0.9437 | ||
| SPI | 0.9834 | 0.9821 | ||
| . | HIWL . | HMWS . | ||
|---|---|---|---|---|
| . | Recall . | Overall acc . | Recall . | Overall acc . |
| CRS | 0.9633 | 96.32 per cent | 0.9668 | 96.04 per cent |
| IBS | 0.9628 | 0.9616 | ||
| CSS | 0.7069 | 0.6724 | ||
| EO | 0.9616 | 0.9437 | ||
| SPI | 0.9834 | 0.9821 | ||
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