Staff assignment with respect to work categories, obtained with Bi-LSTM and LSTM RNN: precision, recall, F1-score
| Bi-LSTM | LSTM | ||||||
|---|---|---|---|---|---|---|---|
| Class | Staff assignment (by work category) | Precision | Recall | F1 | Precision | Recall | F1 |
| 1 | Electrical | 0.9646 | 0.9526 | 0.9586 | 0.9689 | 0.9534 | 0.9611 |
| 2 | Fabrics | 0.9754 | 0.9599 | 0.9676 | 0.9667 | 0.9768 | 0.9717 |
| 3 | Management | 0.9500 | 0.9048 | 0.9268 | 0.9500 | 0.9500 | 0.9500 |
| 4 | Mechanical | 0.9659 | 0.9863 | 0.9760 | 0.9822 | 0.9768 | 0.9795 |
| 5 | Minor new works | 0.9066 | 0.9647 | 0.9348 | 0.8976 | 0.9739 | 0.9342 |
| 6 | Waste disposal | 0.8488 | 0.9605 | 0.9012 | 0.8721 | 0.9740 | 0.9202 |
| Bi-LSTM | LSTM | ||||||
|---|---|---|---|---|---|---|---|
| Class | Staff assignment (by work category) | Precision | Recall | F1 | Precision | Recall | F1 |
| 1 | Electrical | 0.9646 | 0.9526 | 0.9586 | 0.9689 | 0.9534 | 0.9611 |
| 2 | Fabrics | 0.9754 | 0.9599 | 0.9676 | 0.9667 | 0.9768 | 0.9717 |
| 3 | Management | 0.9500 | 0.9048 | 0.9268 | 0.9500 | 0.9500 | 0.9500 |
| 4 | Mechanical | 0.9659 | 0.9863 | 0.9760 | 0.9822 | 0.9768 | 0.9795 |
| 5 | Minor new works | 0.9066 | 0.9647 | 0.9348 | 0.8976 | 0.9739 | 0.9342 |
| 6 | Waste disposal | 0.8488 | 0.9605 | 0.9012 | 0.8721 | 0.9740 | 0.9202 |