PII Detection on PIIBench corrected (test 5k)
64.76F1 ScoreDirect DeBERTa
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Direct DeBERTaType=Fine-tuned2026.05 | 64.76 | 63 | 66.62 | |
| SC+HType=Proposed2026.05 | 58.99 | 55.65 | 62.74 | |
| SC+H+CurrType=Proposed+Curr2026.05 | 27.72 | 34.91 | 22.99 | |
| SpanMarker BERTType=General NER2026.05 | 17.23 | 42.66 | 10.8 | |
| SpanMarker mBERTType=General NER2026.05 | 16.22 | 36.59 | 10.42 | |
| Microsoft PresidioType=Rule-based2026.05 | 14.21 | 17.48 | 11.97 | |
| BERT-base NERType=General NER2026.05 | 13.21 | 18.34 | 10.32 | |
| XLM-RoBERTa NERType=General NER2026.05 | 11.53 | 13.73 | 9.93 | |
| Piiranha DeBERTaType=PII-specific2026.05 | 8.72 | 12.04 | 6.84 | |
| spaCy en_core_web_lgType=General NER2026.05 | 8.53 | 6.77 | 11.52 | |
| XtremeDistil FiNERType=Financial NER2026.05 | 1.91 | 60.89 | 0.97 |