RU · PII
synth-jira-comments PII detection benchmark results
A frozen evaluation slice with 300 rows, 2,705 normalized gold annotations and source-level provenance.
300input rows
2,705gold annotations
201,437characters
49measured detectors
Dataset provenance
- Language group
- RU
- Task
- PII
- License
- cc-by-4.0
- Data categories
- ACCOUNT, CONTACT, NET, PERSON, SECRET
- Project generated
- Yes
- Corrupted copy
- No
Rows without annotations are not verified clean. Reported extra masking is not a human-confirmed false-positive rate.
Detector outcomes
Sorted by untouched annotations. Training-source overlaps are excluded.
| Detector | Family | Untouched ↓ | Fully hidden ↑ | Extra masking ↓ | Char F1 ↑ |
|---|---|---|---|---|---|
| pplx | PPLX | 0.07% | 99.59% | — | 0.818 |
| pii-shield-onnx | ONNX | 8.80% | 85.62% | — | 0.667 |
| gliner2-hivetrace-omni | GLINER2 | 10.61% | 88.65% | — | 0.898 |
| mmbert32k | HF | 11.46% | 47.28% | — | 0.724 |
| gliner-nvidia | GLINER | 13.64% | 81.44% | — | 0.895 |
| gliner2-fastino | GLINER2 | 13.72% | 84.92% | — | 0.801 |
| gliner2-fastino-ru | GLINER2 | 15.27% | 83.84% | — | 0.803 |
| nuner-zero | GLINER | 17.93% | 79.00% | — | 0.704 |
| gliner25-fastino | GLINER2 | 18.11% | 81.11% | — | 0.807 |
| ru-legal-ner | HF | 22.07% | 43.44% | — | 0.644 |
| gliner2-hivetrace-omni-ru | GLINER2 | 22.59% | 76.75% | — | 0.784 |
| kalyan-ettin | HF | 23.44% | 49.54% | — | 0.731 |
| opf-kz-ru | OPF | 23.62% | 67.65% | — | 0.713 |
| apararti | OPF | 24.88% | 63.59% | — | 0.727 |
| openmed-nemotron | HF | 25.66% | 52.31% | — | 0.661 |
| gliner-pii-edge | GLINER | 26.17% | 67.06% | — | 0.752 |
| gliner2-large | GLINER2 | 26.36% | 70.72% | — | 0.738 |
| gliner25-fastino-ru | GLINER2 | 27.69% | 71.65% | — | 0.728 |
| opf-ru-v2 | OPF | 28.76% | 65.06% | — | 0.778 |
| rules-ru | RULES | 29.83% | 70.17% | — | 0.728 |
| nym-small | ONNX | 30.06% | 35.97% | — | 0.753 |
| gliner-urchade | GLINER | 31.28% | 67.13% | — | 0.723 |
| opf-ru | OPF | 31.61% | 51.68% | — | 0.730 |
| nym-base | HF | 31.83% | 37.74% | — | 0.742 |
| openmed-multilingual | HF | 33.16% | 51.87% | — | 0.612 |
| openai-base | OPF | 33.23% | 60.78% | — | 0.731 |
| traciora | OPF | 35.86% | 56.67% | — | 0.751 |
| gravitee-small | HF | 37.26% | 54.75% | — | 0.624 |
| gliner-nvidia-ru | GLINER | 38.45% | 55.45% | — | 0.619 |
| bardsai-eu | ONNX | 39.04% | 44.81% | — | 0.689 |
| gliner-stream-pii | GLINER | 39.52% | 54.82% | — | 0.609 |
| gliner-pii-base | GLINER | 52.72% | 45.80% | — | 0.533 |
| gliner-multi-v21-ru | GLINER | 53.05% | 39.85% | — | 0.461 |
| gliner-multi-v21 | GLINER | 55.12% | 38.08% | — | 0.442 |
| ru-pii-ner | RUPII | 55.90% | 43.81% | — | 0.505 |
| gliner2-vladlinv-ru | GLINER2 | 59.37% | 39.96% | — | 0.539 |
| gliner2-vladlinv | GLINER2 | 60.07% | 39.33% | — | 0.528 |
| gliner2-hivetrace-uni | GLINER2 | 63.44% | 35.53% | — | 0.459 |
| gliner-urchade-ru | GLINER | 65.43% | 33.79% | — | 0.439 |
| fef2-secret-ru | HF | 66.58% | 30.13% | — | 0.548 |
| ner-ru-gherman | HF | 72.98% | 2.26% | — | 0.307 |
| stanza-ru | STANZA | 73.64% | 22.85% | — | 0.264 |
| gliner2-hivetrace-uni-ru | GLINER2 | 74.75% | 24.44% | — | 0.372 |
| ner-ru-yqelz | HF | 75.38% | 21.74% | — | 0.288 |
| davlan-xlmr | HF | 78.23% | 21.00% | — | 0.291 |
| davlan-mbert | HF | 79.22% | 20.00% | — | 0.282 |
| spacy-alrosait | SPACY | 85.84% | 14.12% | — | 0.225 |
| natasha | NATASHA | 86.80% | 12.13% | — | 0.191 |
| spacy-ru-lg | SPACY | 89.98% | 5.84% | — | 0.129 |