RU · PII
redact-ru PII detection benchmark results
A frozen evaluation slice with 500 rows, 9,230 normalized gold annotations and source-level provenance.
500input rows
9,230gold annotations
860,595characters
64measured detectors
Dataset provenance
- Language group
- RU
- Task
- PII
- License
- other (gated, terms accepted)
- Data categories
- ACCOUNT, ADDRESS, CONTACT, DATE, ID, NET, ORG, OTHER, PERSON, SECRET
- Project generated
- No
- 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 fully hidden annotations. Training-source overlaps are excluded.
| Detector | Family | Fully hidden ↑ | Detected / any overlap ↑ | Extra masking ↓ | Char F1 ↑ |
|---|---|---|---|---|---|
| pplx+ov100 | PPLX | 87.25% | 90.83% | 8.63% | 0.713 |
| pplx | PPLX | 87.12% | 90.46% | 9.50% | 0.709 |
| pplx+sent300 | PPLX | 84.31% | 90.02% | 8.67% | 0.688 |
| gliner-urchade | GLINER | 80.55% | 87.02% | 16.19% | 0.670 |
| bardsai-eu | ONNX | 77.83% | 92.13% | 9.64% | 0.753 |
| gliner2-hivetrace-omni | GLINER2 | 77.79% | 84.49% | 14.27% | 0.705 |
| apararti | OPF | 77.54% | 83.15% | 12.88% | 0.648 |
| openai-base | OPF | 76.94% | 80.66% | 11.76% | 0.654 |
| gliner2-fastino | GLINER2 | 76.74% | 85.64% | 16.60% | 0.685 |
| ru-pii-ner | RUPII | 75.20% | 77.70% | 8.39% | 0.711 |
| nuner-zero | GLINER | 73.86% | 82.17% | 12.84% | 0.682 |
| gliner2-hivetrace-uni | GLINER2 | 72.42% | 79.14% | 6.93% | 0.685 |
| opf-kz-ru | OPF | 72.24% | 79.26% | 8.42% | 0.641 |
| gliner2-hivetrace-omni-ru | GLINER2 | 70.68% | 78.28% | 13.51% | 0.674 |
| gliner25-fastino+ov100 | GLINER2 | 69.19% | 73.92% | 5.81% | 0.702 |
| gliner25-fastino | GLINER2 | 68.68% | 73.58% | 5.53% | 0.701 |
| gliner25-fastino+sent300 | GLINER2 | 66.78% | 73.00% | 6.54% | 0.685 |
| gliner-nvidia+sent300 | GLINER | 65.89% | 89.75% | 12.39% | 0.615 |
| gliner2-fastino-ru | GLINER2 | 65.46% | 73.62% | 12.50% | 0.650 |
| gliner25-fastino+nochunk | GLINER2 | 64.78% | 68.83% | 7.10% | 0.707 |
| opf-ru-v2+sent300 | OPF | 64.40% | 73.32% | 6.40% | 0.712 |
| gliner25-fastino-ru | GLINER2 | 64.12% | 69.04% | 9.36% | 0.696 |
| opf-ru-v2+ov100 | OPF | 64.10% | 72.87% | 6.09% | 0.713 |
| gliner-nvidia | GLINER | 63.53% | 87.10% | 10.06% | 0.624 |
| gliner-nvidia+ov100 | GLINER | 63.47% | 86.91% | 9.50% | 0.628 |
| opf-ru-v2 | OPF | 63.42% | 72.23% | 6.89% | 0.711 |
| opf-ru | OPF | 63.13% | 80.44% | 8.88% | 0.651 |
| traciora | OPF | 62.62% | 70.18% | 5.92% | 0.707 |
| nym-base+sent300 | HF | 61.37% | 85.66% | 9.54% | 0.670 |
| ru-legal-ner+sent300 | HF | 61.37% | 79.87% | 19.32% | 0.616 |
| nym-base+ov100 | HF | 60.85% | 84.40% | 9.99% | 0.675 |
| nym-base | HF | 60.60% | 84.25% | 9.40% | 0.674 |
| nym-small | ONNX | 59.90% | 82.77% | 8.67% | 0.675 |
| ru-legal-ner+ov100 | HF | 59.51% | 78.67% | 16.71% | 0.624 |
| gliner25-fastino-ru+nochunk | GLINER2 | 59.34% | 63.20% | 11.14% | 0.689 |
| gliner2-large | GLINER2 | 58.33% | 66.84% | 6.96% | 0.592 |
| ru-legal-ner | HF | 58.32% | 77.36% | 18.34% | 0.629 |
| gliner-multi-v21 | GLINER | 56.88% | 67.63% | 11.35% | 0.561 |
| gliner-pii-edge | GLINER | 56.38% | 67.59% | 14.06% | 0.531 |
| pii-shield-onnx | ONNX | 55.51% | 70.10% | 6.61% | 0.535 |
| fef2-secret-ru | HF | 54.28% | 68.21% | 7.27% | 0.629 |
| openmed-multilingual | HF | 53.24% | 77.94% | 9.08% | 0.609 |
| stanza-ru | STANZA | 52.13% | 63.29% | 10.37% | 0.427 |
| gliner-nvidia-ru | GLINER | 50.07% | 72.15% | 9.12% | 0.537 |
| openmed-nemotron | HF | 50.04% | 74.32% | 9.01% | 0.543 |
| davlan-xlmr | HF | 50.02% | 59.66% | 5.19% | 0.546 |
| gliner2-vladlinv | GLINER2 | 49.64% | 51.65% | 3.76% | 0.592 |
| davlan-mbert | HF | 49.02% | 58.19% | 6.54% | 0.524 |
| gliner2-vladlinv-ru | GLINER2 | 48.43% | 50.78% | 6.02% | 0.592 |
| ner-ru-yqelz | HF | 46.01% | 55.62% | 16.05% | 0.482 |
| kalyan-ettin | HF | 44.88% | 71.64% | 7.87% | 0.533 |
| natasha | NATASHA | 42.15% | 49.09% | 5.71% | 0.434 |
| spacy-ru-lg | SPACY | 42.12% | 49.60% | 7.07% | 0.435 |
| spacy-alrosait | SPACY | 42.06% | 45.30% | 4.35% | 0.483 |
| mmbert32k | HF | 40.94% | 78.21% | 9.26% | 0.557 |
| gravitee-small | HF | 39.88% | 48.16% | 4.28% | 0.476 |
| gliner-urchade-ru | GLINER | 37.45% | 43.49% | 10.69% | 0.508 |
| ner-ru-gherman | HF | 32.86% | 60.46% | 3.79% | 0.532 |
| gliner-stream-pii | GLINER | 30.16% | 43.76% | 4.42% | 0.445 |
| gliner-pii-base | GLINER | 27.41% | 35.73% | 3.41% | 0.417 |
| mmbert32k+nochunk | HF | 24.88% | 63.89% | 6.47% | 0.473 |
| gliner-multi-v21-ru | GLINER | 23.95% | 32.08% | 2.54% | 0.391 |
| rules-ru | RULES | 18.02% | 18.73% | 2.44% | 0.363 |
| gliner2-hivetrace-uni-ru | GLINER2 | 16.67% | 19.75% | 0.80% | 0.237 |