Table 3 Comparison of experimental results.
From: A novel knowledge extraction method based on deep learning in fruit domain
Model | FND | NYT | ||||
|---|---|---|---|---|---|---|
P | R | F1 | P | R | F1 | |
PA-LSTM-CRF | 0.434 | 0.544 | 0.483 | 0.494 | 0.591 | 0.538 |
CopyRE | 0.779 | 0.672 | 0.721 | 0.732 | 0.645 | 0.686 |
BERT-JEORE | 0.84 | 0.884 | 0.864 | 0.885 | 0.864 | 0.865 |
CASREL | 0.837 | 0.884 | 0.859 | 0.897 | 0.895 | 0.896 |
\(\hbox {SOOT}_{-sl}\) | 0.84 | 0.884 | 0.861 | 0.898 | 0.896 | 0.897 |
\(\hbox {SOOT}_{-cl}\) | 0.915 | 0.893 | 0.904 | 0.92 | 0.918 | 0.919 |
SOOT | 0.915 | 0.9 | 0.907 | 0.923 | 0.919 | 0.921 |
