RU · PII
synth-ru-tickets PII detection benchmark results
A frozen evaluation slice with 400 rows, 32,099 normalized gold annotations and source-level provenance.
400input rows
32,099gold annotations
1,714,199characters
84measured detectors
Dataset provenance
- Language group
- RU
- Task
- PII
- License
- cc-by-4.0
- Data categories
- ACCOUNT, ADDRESS, CONTACT, NET, ORG, 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 fully hidden annotations. Training-source overlaps are excluded.
| Detector | Family | Fully hidden ↑ | Detected / any overlap ↑ | Extra masking ↓ | Char F1 ↑ |
|---|---|---|---|---|---|
| pplx+cpu-int8 | PPLX | 97.19% | 99.91% | — | 0.767 |
| pplx | PPLX | 95.59% | 97.36% | — | 0.833 |
| pplx+ov100 | PPLX | 95.45% | 97.30% | — | 0.834 |
| pplx+sent300 | PPLX | 95.11% | 97.64% | — | 0.837 |
| nuner-zero | GLINER | 93.41% | 96.07% | — | 0.971 |
| gliner2-hivetrace-omni | GLINER2 | 91.21% | 94.01% | — | 0.922 |
| gliner2-hivetrace-omni-ru | GLINER2 | 87.42% | 89.95% | — | 0.922 |
| gliner-nvidia+sent300 | GLINER | 84.64% | 88.45% | — | 0.865 |
| gliner2-fastino | GLINER2 | 83.88% | 95.91% | — | 0.917 |
| gliner2-fastino-ru | GLINER2 | 82.63% | 95.92% | — | 0.861 |
| apararti | OPF | 76.16% | 86.81% | — | 0.717 |
| pii-shield-onnx | ONNX | 75.35% | 93.37% | — | 0.633 |
| rules-ru | RULES | 75.27% | 75.27% | — | 0.889 |
| openai-base-onnx | ONNX | 73.82% | 83.05% | — | 0.751 |
| gliner2-large | GLINER2 | 73.75% | 79.31% | — | 0.822 |
| openai-base | OPF | 73.68% | 82.96% | — | 0.750 |
| gliner25-fastino+sent300 | GLINER2 | 70.79% | 75.84% | — | 0.832 |
| gliner25-fastino+ov100 | GLINER2 | 69.97% | 82.61% | — | 0.859 |
| opf-kz-ru | OPF | 68.95% | 82.99% | — | 0.684 |
| gliner25-fastino-ru | GLINER2 | 67.32% | 81.51% | — | 0.865 |
| gliner25-fastino | GLINER2 | 66.65% | 79.04% | — | 0.848 |
| gliner-urchade | GLINER | 64.00% | 85.94% | — | 0.821 |
| nym-base+sent300 | HF | 58.50% | 81.49% | — | 0.665 |
| gliner-stream-pii | GLINER | 55.16% | 72.61% | — | 0.633 |
| openmed-nemotron | HF | 55.14% | 86.36% | — | 0.650 |
| opf-ru-v2+sent300 | OPF | 53.38% | 64.62% | — | 0.606 |
| openmed-multilingual | HF | 53.21% | 84.69% | — | 0.670 |
| gliner-nvidia | GLINER | 50.44% | 53.72% | — | 0.581 |
| gliner-nvidia+ov100 | GLINER | 49.83% | 53.52% | — | 0.575 |
| gliner-pii-base | GLINER | 49.48% | 57.47% | — | 0.564 |
| opf-ru-v2+ov100 | OPF | 45.31% | 59.85% | — | 0.569 |
| nym-base+cpu-int8 | HF | 45.26% | 63.33% | — | 0.543 |
| gliner-pii-edge | GLINER | 45.22% | 66.23% | — | 0.636 |
| opf-ru-v2 | OPF | 44.75% | 58.73% | — | 0.563 |
| gliner-urchade-ru | GLINER | 43.32% | 63.72% | — | 0.690 |
| nym-base | HF | 42.60% | 58.49% | — | 0.525 |
| nym-base+ov100 | HF | 40.70% | 54.80% | — | 0.504 |
| mmbert32k | HF | 39.99% | 80.56% | — | 0.553 |
| gliner2-hivetrace-uni | GLINER2 | 39.77% | 43.43% | — | 0.488 |
| kalyan-ettin | HF | 39.28% | 64.72% | — | 0.511 |
| ru-pii-ner | RUPII | 39.14% | 41.29% | — | 0.457 |
| gliner-multi-v21-ru | GLINER | 39.08% | 51.80% | — | 0.502 |
| gliner-multi-v21 | GLINER | 38.43% | 54.35% | — | 0.505 |
| nym-small | ONNX | 38.40% | 55.48% | — | 0.524 |
| traciora | OPF | 35.74% | 55.52% | — | 0.592 |
| gliner-nvidia-ru | GLINER | 35.18% | 38.94% | — | 0.468 |
| bardsai-eu | ONNX | 35.09% | 55.52% | — | 0.544 |
| fef2-secret-ru | HF | 34.92% | 42.90% | — | 0.476 |
| opf-ru | OPF | 34.56% | 56.78% | — | 0.498 |
| ru-legal-ner+sent300 | HF | 34.37% | 78.63% | — | 0.525 |
| fef2-secret-ru+cpu-int8 | HF | 32.06% | 41.53% | — | 0.456 |
| ru-legal-ner+ov100 | HF | 29.24% | 72.11% | — | 0.473 |
| gravitee-small | HF | 28.28% | 37.45% | — | 0.432 |
| gliner25-fastino-ru+nochunk | GLINER2 | 27.76% | 29.42% | — | 0.420 |
| ru-legal-ner+cpu-int8 | HF | 27.61% | 72.67% | — | 0.487 |
| gravitee-small+cpu-int8 | HF | 27.55% | 36.80% | — | 0.427 |
| ru-legal-ner | HF | 27.13% | 69.68% | — | 0.481 |
| gliner2-vladlinv | GLINER2 | 26.50% | 28.23% | — | 0.373 |
| gliner2-vladlinv-ru | GLINER2 | 22.74% | 24.51% | — | 0.345 |
| gliner2-hivetrace-uni-ru | GLINER2 | 22.02% | 23.57% | — | 0.249 |
| gliner25-fastino+nochunk | GLINER2 | 19.75% | 20.89% | — | 0.325 |
| kalyan-ettin+cpu-int8 | HF | 17.72% | 34.14% | — | 0.285 |
| stanza-ru | STANZA | 11.73% | 16.47% | — | 0.211 |
| ner-ru-yqelz | HF | 10.54% | 29.85% | — | 0.337 |
| davlan-xlmr | HF | 10.24% | 16.15% | — | 0.238 |
| mmbert32k+nochunk | HF | 10.16% | 58.29% | — | 0.322 |
| spacy-ru-lg | SPACY | 10.01% | 12.63% | — | 0.228 |
| davlan-mbert | HF | 8.24% | 11.70% | — | 0.207 |
| natasha | NATASHA | 8.09% | 10.57% | — | 0.184 |
| mmbert32k+cpu-int8 | HF | 7.97% | 64.69% | — | 0.300 |
| davlan-mbert+cpu-int8 | HF | 7.25% | 11.32% | — | 0.196 |
| spacy-alrosait | SPACY | 6.88% | 8.80% | — | 0.186 |
| ner-ru-gherman-onnx | ONNX | 4.70% | 27.12% | — | 0.305 |
| ner-ru-gherman | HF | 4.66% | 27.19% | — | 0.305 |
| davlan-xlmr+cpu-int8 | HF | 4.52% | 9.14% | — | 0.143 |
| ner-ru-gherman+cpu-int8 | HF | 2.65% | 20.80% | — | 0.256 |
| gliner-pii-edge+cpu-int8 | GLINER | 1.24% | 2.76% | — | 0.032 |
| gliner-pii-base+cpu-int8 | GLINER | 0.00% | 0.00% | — | 0.000 |
| gliner-multi-v21+cpu-int8 | GLINER | 0.00% | 0.00% | — | 0.000 |
| gliner-nvidia+cpu-int8 | GLINER | 0.00% | 0.00% | — | 0.000 |
| gliner-urchade+cpu-int8 | GLINER | 0.00% | 0.00% | — | 0.000 |
| gliner-multi-v21-ru+cpu-int8 | GLINER | 0.00% | 0.00% | — | 0.000 |
| gliner-nvidia-ru+cpu-int8 | GLINER | 0.00% | 0.00% | — | 0.000 |
| gliner-urchade-ru+cpu-int8 | GLINER | 0.00% | 0.00% | — | 0.000 |