XBRL Tagging on FiNER-139 1.0 (test)
81Micro PrecisionSEC-BERT-SHAPE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SEC-BERT-SHAPEBackbone=SEC-BERT, Numeric Strategy=[SHAPE]2022.03 | 81 | 83.2 | 82.1 | |
| FIN-BERT + [SHAPE]Backbone=FIN-BERT, Numeric Strategy=[SHAPE]2022.03 | 79 | 81.2 | 80.1 | |
| SEC-BERT-NUMBackbone=SEC-BERT, Numeric Strategy=[NUM]2022.03 | 79 | 82 | 80.4 | |
| BERT + [SHAPE]Backbone=BERT, Numeric Strategy=[SHAPE]2022.03 | 78.7 | 80.1 | 79.4 | |
| FIN-BERT + [NUM]Backbone=FIN-BERT, Numeric Strategy=[NUM]2022.03 | 77.9 | 79.9 | 78.8 | |
| BERT + [NUM]Backbone=BERT, Numeric Strategy=[NUM]2022.03 | 76 | 80.7 | 78.3 | |
| BERT + CRFBackbone=BERT, Numeric Strategy=None, Decoding=CRF2022.03 | 75 | 81.2 | 78 | |
| SEC-BERTBackbone=SEC-BERT, Numeric Strategy=None2022.03 | 71.6 | 80.3 | 75.7 | |
| BERTBackbone=BERT, Numeric Strategy=None2022.03 | 71.5 | 79.6 | 75.1 | |
| FIN-BERTBackbone=FIN-BERT, Numeric Strategy=None2022.03 | 70.2 | 78.7 | 74 |