GLINER2 detector
gliner2-hivetrace-omni-ru PII detection benchmark
Measured on 19 of 41 retained datasets under the same frozen scoring and masking protocol.
71.70%fully hidden annotations
78.21%detected / overlapped
3.07%extra masking
1,163CPU characters / second
Strengths
Highest complete-masking rates by normalized data type.
Phone numbers & email91.11%13,099 / 14,377
Network identifiers81.34%18,782 / 23,092
People's names74.47%25,271 / 33,934
Watch list
Lowest observed complete-masking rates; inspect before deployment.
Other sensitive attributes43.58%485 / 1,113
Dates & times43.95%1,159 / 2,637
Addresses & locations55.78%12,449 / 22,319
Language coverage
The overall leader can differ from the best choice for one language slice.
| Language | Datasets | Fully hidden ↑ | Detected ↑ | Extra masking ↓ |
|---|---|---|---|---|
| Russian | 19 | 71.70% | 78.21% | 3.07% |
Configuration, source and version
- Family
- GLINER2
- Revision
- 763f8aa9a7714dd2c3264f3751acdd5d854c5ac4
- Eligible datasets
- 19 / 41
- Character F1
- 0.808
- Untouched diagnostic
- 21.79% · 29,721 / 136,419
- Benchmark version
- 1.0.3 · 2026-09-09
- CPU seconds / 10k chars
- 8.598
- GPU seconds / 10k chars
- Not measured
Russian labels; source overlap: nemotron-pii, gretel-multi
Results by dataset
Complete masking is primary; detection shows whether any character overlapped.
| Dataset | Gold annotations | Fully hidden ↑ | Detected ↑ | Extra masking ↓ |
|---|---|---|---|---|
| rubai-ru | 3,458 | 7.23% | 72.04% | — |
| alexen2 | 1,261 | 27.68% | 99.60% | 8.95% |
| synth-secrets-ru | 581 | 41.65% | 41.82% | 8.13% |
| scanpatch | 8,708 | 54.09% | 62.26% | 2.13% |
| corrupt-redmadrobot | 5,531 | 57.51% | 64.53% | 0.88% |
| nerel | 24,369 | 64.09% | 68.09% | — |
| redmadrobot | 5,516 | 66.30% | 72.03% | 0.78% |
| factrueval | 7,966 | 67.99% | 68.77% | — |
| redact-ru | 9,230 | 70.68% | 78.28% | 13.51% |
| jayguard | 1,195 | 71.21% | 84.77% | 1.89% |
| multiconer-ru | 1,208 | 72.68% | 88.74% | 18.21% |
| corrupt-hivetrace | 1,667 | 73.79% | 81.76% | 1.26% |
| nym-ru | 9,497 | 74.77% | 81.06% | — |
| synth-jira-comments | 2,705 | 76.75% | 77.41% | — |
| alrosait | 1,862 | 78.84% | 89.53% | 8.04% |
| synth-wiki-tables | 13,094 | 80.92% | 81.66% | — |
| hivetrace | 1,667 | 84.04% | 87.82% | 0.59% |
| synth-ru-tickets | 32,099 | 87.42% | 89.95% | — |
| russian-pii-66k | 4,805 | 87.49% | 93.88% | — |