Table 7 Effect of different character contextual embedding strategies on the proposed method
From: A multi-modal dataset and method for bone-level association prediction in oracle bone inscriptions
Character Embedding | Character Tag | AUROC | AUPR | Accuracy | Precision | Recall | F1 score |
|---|---|---|---|---|---|---|---|
VAE on Glyph Image | 0.9587 | 0.7883 | 0.9537 | 0.7584 | 0.7206 | 0.7390 | |
SGNS | Primary | 0.9464 | 0.7337 | 0.9460 | 0.7329 | 0.6405 | 0.6835 |
Secondary | 0.9496 | 0.7375 | 0.9454 | 0.7308 | 0.6344 | 0.6791 | |
Both tags | 0.9535 | 0.7592 | 0.9481 | 0.7305 | 0.6812 | 0.7050 | |
CBOW-NEG | Primary | 0.9353 | 0.6941 | 0.9398 | 0.7033 | 0.5856 | 0.6389 |
Secondary | 0.9405 | 0.7106 | 0.9415 | 0.7152 | 0.5932 | 0.6482 | |
Both tags | 0.9469 | 0.7308 | 0.9446 | 0.7188 | 0.6416 | 0.6780 | |
GloVe | Primary | 0.9158 | 0.6336 | 0.9364 | 0.7247 | 0.4856 | 0.5815 |
Secondary | 0.9118 | 0.6188 | 0.9345 | 0.7153 | 0.4656 | 0.5638 | |
Both tags | 0.9254 | 0.6631 | 0.9369 | 0.7086 | 0.5202 | 0.5999 | |