GLINER detector
gliner-urchade-ru+cpu-int8 PII detection benchmark
Measured on 4 of 41 retained datasets under the same frozen scoring and masking protocol.
0.00%fully hidden annotations
0.00%detected / overlapped
0.00%extra masking
—CPU characters / second
Strengths
Highest complete-masking rates by normalized data type.
Passwords, keys & tokens0.00%0 / 766
Logins & usernames0.00%0 / 7,880
Bank accounts & cards0.00%0 / 967
Watch list
Lowest observed complete-masking rates; inspect before deployment.
Other sensitive attributes0.00%0 / 224
Customer & employee IDs0.00%0 / 1,279
Network identifiers0.00%0 / 17,230
Language coverage
The overall leader can differ from the best choice for one language slice.
| Language | Datasets | Fully hidden ↑ | Detected ↑ | Extra masking ↓ |
|---|---|---|---|---|
| Russian | 4 | 0.00% | 0.00% | 0.00% |
Configuration, source and version
- Family
- GLINER
- Revision
- 1fcf13e85f4eef5394e1fcd406cf2ca9ea82351d
- Eligible datasets
- 4 / 41
- Character F1
- 0.000
- Untouched diagnostic
- 100.00% · 48,779 / 48,779
- Benchmark version
- 1.0.3 · 2026-09-09
- CPU seconds / 10k chars
- Not measured
- GPU seconds / 10k chars
- Not measured
Russian labels
Results by dataset
Complete masking is primary; detection shows whether any character overlapped.
| Dataset | Gold annotations | Fully hidden ↑ | Detected ↑ | Extra masking ↓ |
|---|---|---|---|---|
| hivetrace | 1,667 | 0.00% | 0.00% | 0.00% |
| nym-ru | 9,497 | 0.00% | 0.00% | — |
| redmadrobot | 5,516 | 0.00% | 0.00% | 0.00% |
| synth-ru-tickets | 32,099 | 0.00% | 0.00% | — |