# redmadrobot - ru / pii (2841 rows, 5516 spans, 371 negatives)

Main metric: **missed** - gold spans no predicted character touched. Score threshold 0.5; spans without a score always count. `hidden` - gold spans every character of which is covered: touching one character counts as detection, not as hiding. `hidden` is counted over normalized predictions - a prediction is stretched to whole words before it is compared, so it is what a masker that repeats the same normalization would hide; a masker that masks the raw offsets of the model hides no more than this. Char P / R / F1 are reference only. Trivial baseline, mask everything: 0 missed, 100% hidden, char P 0.113 (88.7% of the text over-masked). `rows touched` / `chars masked` count rows the source left without annotations where a mask touched something, and the characters masked in them; that absence of annotations is not evidence that those rows hold nothing sensitive, so this is not a false-alarm rate. The exact CSVs keep the technical column names `fp_rows` and `fp_chars`.

| model | missed | missed % [95% CI] | hidden | char F1 [95% CI] | P | R | entity exact | entity overlap | typed F1 | rows touched | chars masked | dropped spans | ms/row | params | train |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| pplx+cpu-int8 | **314** | 5.7% [4.7%, 6.9%] | 87.7% | 0.756 [0.739, 0.773] | 0.647 | 0.908 | 0.345 | 0.777 | 0.679 | 256/371 | 8910 | 0 | 110 | 596M |  |
| nym-base | **600** | 10.9% [9.8%, 11.9%] | 80.5% | 0.796 [0.776, 0.817] | 0.783 | 0.810 | 0.590 | 0.850 | 0.352 | 161/371 | 4587 | 0 | 3 | 308M |  |
| pplx | **775** | 14.1% [12.4%, 16.1%] | 78.9% | 0.800 [0.778, 0.817] | 0.799 | 0.802 | 0.468 | 0.847 | 0.747 | 152/371 | 3475 | 0 | 54 | 596M |  |
| nym-base+cpu-int8 | **824** | 14.9% [13.7%, 16.2%] | 76.4% | 0.788 [0.768, 0.808] | 0.796 | 0.781 | 0.577 | 0.833 | 0.358 | 161/371 | 3888 | 0 | 41 | 308M |  |
| nym-small | **830** | 15.0% [13.7%, 16.4%] | 75.5% | 0.781 [0.762, 0.799] | 0.780 | 0.782 | 0.554 | 0.822 | 0.337 | 170/371 | 4437 | 0 | 526 | - |  |
| gliner2-fastino-ru | **913** | 16.6% [15.4%, 17.8%] | 80.1% | 0.810 [0.786, 0.830] | 0.860 | 0.765 | 0.646 | 0.860 | 0.786 | 120/371 | 2739 | 3 | 22 | 307M |  |
| mmbert32k | **1035** | 18.8% [17.1%, 20.6%] | 59.3% | 0.733 [0.712, 0.752] | 0.780 | 0.691 | 0.346 | 0.746 | 0.422 | 251/371 | 5553 | 0 | 4 | 308M |  |
| gliner-nvidia-ru | **1064** | 19.3% [18.0%, 20.7%] | 77.6% | 0.802 [0.779, 0.821] | 0.861 | 0.750 | 0.704 | 0.835 | 0.775 | 126/371 | 1823 | 0 | 42 | 445M |  |
| ru-pii-ner | **1110** | 20.1% [18.0%, 22.3%] | 76.6% | 0.763 [0.737, 0.786] | 0.796 | 0.732 | 0.530 | 0.813 | 0.263 | 172/371 | 5753 | 0 | 54 | 358M |  |
| apararti | **1202** | 21.8% [19.7%, 24.0%] | 71.2% | 0.714 [0.693, 0.732] | 0.705 | 0.723 | 0.342 | 0.774 | 0.573 | 198/371 | 5414 | 0 | 60 | 1.4B |  |
| gliner2-fastino | **1230** | 22.3% [20.8%, 23.8%] | 73.9% | 0.797 [0.775, 0.816] | 0.892 | 0.720 | 0.706 | 0.827 | 0.740 | 102/371 | 2069 | 4 | 6 | 307M |  |
| ru-legal-ner | **1359** | 24.6% [22.6%, 26.8%] | 59.9% | 0.577 [0.545, 0.607] | 0.531 | 0.631 | 0.273 | 0.682 | 0.426 | 259/371 | 18823 | 0 | 2 | 29M |  |
| ru-legal-ner+cpu-int8 | **1370** | 24.8% [22.8%, 27.1%] | 60.0% | 0.572 [0.541, 0.602] | 0.525 | 0.628 | 0.266 | 0.677 | 0.425 | 262/371 | 19215 | 0 | 4 | 29M |  |
| gliner-nvidia | **1427** | 25.9% [24.3%, 27.6%] | 72.1% | 0.747 [0.723, 0.767] | 0.804 | 0.697 | 0.629 | 0.778 | 0.708 | 129/371 | 2112 | 0 | 9 | 445M |  |
| bardsai-eu | **1436** | 26.0% [24.3%, 27.8%] | 62.9% | 0.700 [0.681, 0.717] | 0.749 | 0.656 | 0.383 | 0.769 | 0.271 | 134/371 | 4025 | 0 | 593 | - |  |
| opf-kz-ru | **1502** | 27.2% [24.9%, 29.5%] | 64.5% | 0.679 [0.658, 0.697] | 0.692 | 0.666 | 0.309 | 0.742 | 0.581 | 188/371 | 4943 | 0 | 57 | 1.4B |  |
| gliner2-hivetrace-omni-ru | **1543** | 28.0% [26.5%, 29.6%] | 66.3% | 0.755 [0.731, 0.777] | 0.880 | 0.662 | 0.640 | 0.794 | 0.745 | 114/371 | 1697 | 3 | 15 | 307M |  |
| opf-ru | **1568** | 28.4% [26.5%, 30.3%] | 52.8% | 0.663 [0.641, 0.682] | 0.797 | 0.567 | 0.350 | 0.750 | 0.475 | 213/371 | 4038 | 0 | 78 | 1.4B |  |
| openai-base | **1623** | 29.4% [27.1%, 31.9%] | 65.2% | 0.680 [0.659, 0.697] | 0.716 | 0.647 | 0.314 | 0.759 | 0.580 | 133/371 | 3047 | 0 | 167 | 1.4B |  |
| openai-base-onnx | **1631** | 29.6% [27.2%, 32.1%] | 65.2% | 0.679 [0.658, 0.697] | 0.716 | 0.646 | 0.312 | 0.759 | 0.580 | 131/371 | 3030 | 0 | 251 | - |  |
| gliner-stream-pii | **1690** | 30.6% [28.8%, 32.8%] | 50.8% | 0.651 [0.630, 0.670] | 0.834 | 0.535 | 0.478 | 0.722 | 0.525 | 266/371 | 2322 | 0 | 38 | 677M |  |
| traciora | **1719** | 31.2% [29.0%, 33.4%] | 59.3% | 0.715 [0.692, 0.735] | 0.810 | 0.639 | 0.353 | 0.764 | 0.638 | 130/371 | 2514 | 0 | 224 | 1.4B |  |
| gliner2-hivetrace-omni | **1741** | 31.6% [30.1%, 33.3%] | 63.5% | 0.731 [0.705, 0.754] | 0.914 | 0.609 | 0.689 | 0.777 | 0.712 | 93/371 | 1335 | 1 | 6 | 307M |  |
| pii-shield-onnx | **1768** | 32.1% [29.8%, 34.4%] | 59.0% | 0.624 [0.587, 0.665] | 0.576 | 0.681 | 0.402 | 0.668 | 0.459 | 259/371 | 22639 | 0 | 756 | - |  |
| opf-ru-v2 | **1782** | 32.3% [30.1%, 34.5%] | 57.4% | 0.695 [0.671, 0.715] | 0.851 | 0.587 | 0.388 | 0.763 | 0.628 | 120/371 | 1668 | 0 | 311 | 1.4B |  |
| gravitee-small+cpu-int8 | **1785** | 32.4% [30.3%, 34.5%] | 60.7% | 0.551 [0.530, 0.572] | 0.469 | 0.667 | 0.191 | 0.643 | 0.420 | 273/371 | 10088 | 0 | 32 | 29M |  |
| gliner2-large | **1911** | 34.6% [32.8%, 36.5%] | 61.8% | 0.722 [0.698, 0.747] | 0.852 | 0.627 | 0.570 | 0.732 | 0.638 | 128/371 | 2338 | 28 | 16 | 486M |  |
| gravitee-small | **1923** | 34.9% [32.7%, 37.2%] | 58.8% | 0.565 [0.545, 0.587] | 0.499 | 0.653 | 0.203 | 0.641 | 0.442 | 254/371 | 9171 | 0 | 4 | 29M |  |
| nuner-zero | **1928** | 35.0% [32.2%, 37.7%] | 62.2% | 0.727 [0.707, 0.750] | 0.765 | 0.692 | 0.406 | 0.740 | 0.671 | 68/371 | 1172 | 0 | 9 | 449M |  |
| gliner-pii-edge | **1957** | 35.5% [33.4%, 37.6%] | 59.4% | 0.660 [0.643, 0.675] | 0.763 | 0.581 | 0.563 | 0.686 | 0.491 | 210/371 | 3171 | 0 | 61 | 45M |  |
| openmed-multilingual | **2100** | 38.1% [36.0%, 40.2%] | 47.9% | 0.641 [0.613, 0.664] | 0.742 | 0.564 | 0.432 | 0.638 | 0.544 | 258/371 | 6215 | 0 | 86 | 1.4B |  |
| gliner-urchade | **2122** | 38.5% [36.2%, 41.1%] | 60.1% | 0.721 [0.698, 0.743] | 0.842 | 0.631 | 0.565 | 0.717 | 0.701 | 95/371 | 2108 | 0 | 4 | 289M |  |
| gliner-urchade-ru | **2150** | 39.0% [36.6%, 41.5%] | 60.0% | 0.721 [0.698, 0.744] | 0.848 | 0.627 | 0.567 | 0.715 | 0.707 | 86/371 | 2379 | 0 | 10 | 289M |  |
| mmbert32k+cpu-int8 | **2158** | 39.1% [36.6%, 41.7%] | 34.4% | 0.580 [0.555, 0.602] | 0.737 | 0.478 | 0.259 | 0.608 | 0.310 | 266/371 | 5463 | 0 | 43 | 308M |  |
| fef2-secret-ru | **2167** | 39.3% [36.9%, 41.9%] | 55.0% | 0.644 [0.621, 0.666] | 0.786 | 0.545 | 0.390 | 0.699 | 0.279 | 128/371 | 2453 | 0 | 3 | 177M |  |
| gliner25-fastino-ru | **2192** | 39.7% [37.5%, 41.9%] | 57.9% | 0.698 [0.671, 0.728] | 0.900 | 0.570 | 0.471 | 0.732 | 0.694 | 43/371 | 987 | 0 | 10 | 287M |  |
| gliner2-hivetrace-uni | **2209** | 40.0% [38.3%, 42.0%] | 56.7% | 0.631 [0.608, 0.652] | 0.796 | 0.522 | 0.596 | 0.682 | 0.450 | 148/371 | 2436 | 1 | 16 | 147M |  |
| kalyan-ettin | **2386** | 43.3% [41.1%, 45.5%] | 44.2% | 0.604 [0.576, 0.629] | 0.799 | 0.485 | 0.413 | 0.652 | 0.461 | 170/371 | 2711 | 0 | 7 | 68M |  |
| openmed-nemotron | **2443** | 44.3% [42.3%, 46.3%] | 45.3% | 0.555 [0.532, 0.576] | 0.601 | 0.515 | 0.351 | 0.568 | 0.405 | 233/371 | 6318 | 0 | 90 | 1.4B |  |
| gliner2-vladlinv-ru | **2453** | 44.5% [42.1%, 46.9%] | 55.0% | 0.641 [0.613, 0.667] | 0.923 | 0.491 | 0.523 | 0.702 | 0.635 | 17/371 | 285 | 0 | 7 | 287M |  |
| fef2-secret-ru+cpu-int8 | **2505** | 45.4% [43.2%, 48.1%] | 47.8% | 0.579 [0.557, 0.601] | 0.779 | 0.461 | 0.339 | 0.653 | 0.292 | 128/371 | 2252 | 0 | 90 | 177M |  |
| ner-ru-yqelz | **2729** | 49.5% [47.4%, 51.5%] | 41.5% | 0.377 [0.358, 0.397] | 0.370 | 0.384 | 0.169 | 0.454 | 0.120 | 303/371 | 21312 | 0 | 4 | 559M |  |
| gliner2-vladlinv | **2763** | 50.1% [47.6%, 52.5%] | 49.3% | 0.588 [0.558, 0.615] | 0.931 | 0.429 | 0.468 | 0.658 | 0.579 | 12/371 | 211 | 0 | 4 | 287M |  |
| stanza-ru | **2788** | 50.5% [47.8%, 53.6%] | 43.0% | 0.361 [0.334, 0.389] | 0.361 | 0.362 | 0.172 | 0.466 | 0.115 | 288/371 | 20745 | 0 | 32 | - |  |
| gliner-pii-base | **2882** | 52.2% [50.2%, 54.3%] | 44.1% | 0.578 [0.551, 0.605] | 0.876 | 0.431 | 0.534 | 0.606 | 0.500 | 93/371 | 1167 | 0 | 3 | 166M |  |
| presidio-ru | **3026** | 54.9% [52.4%, 57.3%] | 41.7% | 0.521 [0.493, 0.549] | 0.631 | 0.444 | 0.325 | 0.536 | 0.456 | 204/371 | 7319 | 0 | 21 | - |  |
| ner-ru-gherman-onnx | **3073** | 55.7% [52.9%, 58.7%] | 34.9% | 0.462 [0.429, 0.495] | 0.948 | 0.306 | 0.458 | 0.603 | 0.106 | 40/371 | 409 | 0 | 158 | - |  |
| ner-ru-gherman | **3073** | 55.7% [52.9%, 58.7%] | 35.0% | 0.462 [0.429, 0.494] | 0.948 | 0.306 | 0.460 | 0.603 | 0.104 | 39/371 | 421 | 0 | 3 | 177M |  |
| gliner25-fastino | **3088** | 56.0% [53.6%, 58.4%] | 42.2% | 0.562 [0.527, 0.598] | 0.830 | 0.424 | 0.480 | 0.557 | 0.548 | 118/371 | 3475 | 0 | 3 | 287M |  |
| ner-ru-gherman+cpu-int8 | **3153** | 57.2% [54.4%, 60.1%] | 33.3% | 0.449 [0.417, 0.481] | 0.947 | 0.294 | 0.435 | 0.590 | 0.098 | 33/371 | 383 | 0 | 26 | 177M |  |
| davlan-xlmr | **3166** | 57.4% [54.5%, 60.5%] | 39.6% | 0.446 [0.414, 0.477] | 0.739 | 0.320 | 0.221 | 0.561 | 0.188 | 65/371 | 1037 | 0 | 3 | 277M |  |
| gliner-multi-v21-ru | **3209** | 58.2% [55.9%, 60.7%] | 38.8% | 0.465 [0.436, 0.493] | 0.750 | 0.337 | 0.259 | 0.523 | 0.450 | 77/371 | 2030 | 0 | 13 | 289M |  |
| davlan-mbert | **3246** | 58.8% [55.9%, 61.9%] | 38.2% | 0.440 [0.408, 0.470] | 0.741 | 0.313 | 0.244 | 0.539 | 0.182 | 80/371 | 1149 | 0 | 3 | 177M |  |
| gliner-multi-v21 | **3344** | 60.6% [58.1%, 63.1%] | 35.6% | 0.436 [0.407, 0.465] | 0.765 | 0.305 | 0.251 | 0.512 | 0.420 | 84/371 | 2080 | 0 | 3 | 289M |  |
| davlan-mbert+cpu-int8 | **3356** | 60.8% [57.9%, 63.9%] | 36.1% | 0.423 [0.391, 0.454] | 0.760 | 0.293 | 0.236 | 0.525 | 0.185 | 65/371 | 867 | 0 | 108 | 177M |  |
| spacy-ru-lg | **3628** | 65.8% [63.2%, 68.3%] | 30.9% | 0.369 [0.343, 0.397] | 0.564 | 0.274 | 0.220 | 0.443 | 0.119 | 181/371 | 6511 | 0 | 3 | - |  |
| natasha | **3656** | 66.3% [63.5%, 68.9%] | 30.4% | 0.360 [0.333, 0.388] | 0.657 | 0.247 | 0.216 | 0.457 | 0.133 | 124/371 | 2553 | 0 | 2 | - |  |
| gliner2-hivetrace-uni-ru | **3725** | 67.5% [66.0%, 69.1%] | 31.5% | 0.384 [0.363, 0.404] | 0.867 | 0.247 | 0.332 | 0.474 | 0.256 | 51/371 | 593 | 0 | 15 | 147M |  |
| davlan-xlmr+cpu-int8 | **3734** | 67.7% [64.7%, 70.7%] | 28.4% | 0.371 [0.339, 0.403] | 0.804 | 0.241 | 0.211 | 0.465 | 0.166 | 45/371 | 583 | 0 | 90 | 277M |  |
| kalyan-ettin+cpu-int8 | **4010** | 72.7% [70.6%, 74.6%] | 17.5% | 0.317 [0.292, 0.341] | 0.761 | 0.200 | 0.151 | 0.360 | 0.238 | 196/371 | 1273 | 0 | 110 | 68M |  |
| spacy-alrosait | **4052** | 73.5% [70.7%, 75.7%] | 24.4% | 0.314 [0.286, 0.345] | 0.806 | 0.195 | 0.094 | 0.414 | 0.164 | 42/371 | 648 | 0 | 3 | - |  |
| gliner-pii-edge+cpu-int8 | **4195** | 76.1% [74.6%, 77.5%] | 19.1% | 0.318 [0.300, 0.337] | 0.749 | 0.202 | 0.249 | 0.360 | 0.251 | 89/371 | 920 | 0 | 264 | 45M |  |
| rules-ru | **4657** | 84.4% [83.1%, 85.6%] | 14.6% | 0.360 [0.333, 0.388] | 0.893 | 0.226 | 0.223 | 0.265 | 0.355 | 21/371 | 384 | 0 | 0 | - |  |
| gliner-pii-base+cpu-int8 | **5499** | 99.7% [99.5%, 99.8%] | 0.3% | 0.007 [0.003, 0.010] | 0.873 | 0.003 | 0.006 | 0.006 | 0.004 | 0/371 | 0 | 0 | 154 | 166M |  |
| betterleaks | **5516** | 100.0% [100.0%, 100.0%] | 0.0% | 0.000 [0.000, 0.000] | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0/371 | 0 | 0 | 0 | - |  |
| gitleaks | **5516** | 100.0% [100.0%, 100.0%] | 0.0% | 0.000 [0.000, 0.000] | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0/371 | 0 | 0 | 0 | - |  |
| gliner-multi-v21+cpu-int8 | **5516** | 100.0% [100.0%, 100.0%] | 0.0% | 0.000 [0.000, 0.000] | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0/371 | 0 | 0 | 121 | 289M |  |
| gliner-multi-v21-ru+cpu-int8 | **5516** | 100.0% [100.0%, 100.0%] | 0.0% | 0.000 [0.000, 0.000] | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0/371 | 0 | 0 | 333 | 289M |  |
| gliner-nvidia+cpu-int8 | **5516** | 100.0% [100.0%, 100.0%] | 0.0% | 0.000 [0.000, 0.000] | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0/371 | 0 | 0 | 274 | 445M |  |
| gliner-nvidia-ru+cpu-int8 | **5516** | 100.0% [100.0%, 100.0%] | 0.0% | 0.000 [0.000, 0.000] | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0/371 | 0 | 0 | 1137 | 445M |  |
| gliner-urchade+cpu-int8 | **5516** | 100.0% [100.0%, 100.0%] | 0.0% | 0.000 [0.000, 0.000] | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0/371 | 0 | 0 | 114 | 289M |  |
| gliner-urchade-ru+cpu-int8 | **5516** | 100.0% [100.0%, 100.0%] | 0.0% | 0.000 [0.000, 0.000] | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0/371 | 0 | 0 | 247 | 289M |  |

Neighbours by rank a paired bootstrap cannot tell apart (95%, missed %) - pairs, not a transitive chain, so `a ≈ b` and `b ≈ c` do not make `a ≈ c`: pplx ≈ nym-base+cpu-int8; nym-base+cpu-int8 ≈ nym-small; nym-small ≈ gliner2-fastino-ru; mmbert32k ≈ gliner-nvidia-ru; gliner-nvidia-ru ≈ ru-pii-ner; ru-pii-ner ≈ apararti; apararti ≈ gliner2-fastino; gliner2-fastino ≈ ru-legal-ner; ru-legal-ner ≈ ru-legal-ner+cpu-int8; ru-legal-ner+cpu-int8 ≈ gliner-nvidia; gliner-nvidia ≈ bardsai-eu; bardsai-eu ≈ opf-kz-ru; opf-kz-ru ≈ gliner2-hivetrace-omni-ru; gliner2-hivetrace-omni-ru ≈ opf-ru; opf-ru ≈ openai-base; openai-base ≈ openai-base-onnx; openai-base-onnx ≈ gliner-stream-pii; gliner-stream-pii ≈ traciora; traciora ≈ gliner2-hivetrace-omni; gliner2-hivetrace-omni ≈ pii-shield-onnx; pii-shield-onnx ≈ opf-ru-v2; opf-ru-v2 ≈ gravitee-small+cpu-int8; gliner2-large ≈ gravitee-small; gravitee-small ≈ nuner-zero; nuner-zero ≈ gliner-pii-edge; gliner-pii-edge ≈ openmed-multilingual; openmed-multilingual ≈ gliner-urchade; gliner-urchade ≈ gliner-urchade-ru; gliner-urchade-ru ≈ mmbert32k+cpu-int8; mmbert32k+cpu-int8 ≈ fef2-secret-ru; fef2-secret-ru ≈ gliner25-fastino-ru; gliner25-fastino-ru ≈ gliner2-hivetrace-uni; gliner2-hivetrace-uni ≈ kalyan-ettin; kalyan-ettin ≈ openmed-nemotron; openmed-nemotron ≈ gliner2-vladlinv-ru; gliner2-vladlinv-ru ≈ fef2-secret-ru+cpu-int8; ner-ru-yqelz ≈ gliner2-vladlinv; gliner2-vladlinv ≈ stanza-ru; stanza-ru ≈ gliner-pii-base; gliner-pii-base ≈ presidio-ru; presidio-ru ≈ ner-ru-gherman-onnx; ner-ru-gherman-onnx ≈ ner-ru-gherman; ner-ru-gherman ≈ gliner25-fastino; gliner25-fastino ≈ ner-ru-gherman+cpu-int8; ner-ru-gherman+cpu-int8 ≈ davlan-xlmr; davlan-xlmr ≈ gliner-multi-v21-ru; gliner-multi-v21-ru ≈ davlan-mbert; davlan-mbert ≈ gliner-multi-v21; gliner-multi-v21 ≈ davlan-mbert+cpu-int8; spacy-ru-lg ≈ natasha; natasha ≈ gliner2-hivetrace-uni-ru; gliner2-hivetrace-uni-ru ≈ davlan-xlmr+cpu-int8; kalyan-ettin+cpu-int8 ≈ spacy-alrosait; spacy-alrosait ≈ gliner-pii-edge+cpu-int8; betterleaks ≈ gitleaks; gitleaks ≈ gliner-multi-v21+cpu-int8; gliner-multi-v21+cpu-int8 ≈ gliner-multi-v21-ru+cpu-int8; gliner-multi-v21-ru+cpu-int8 ≈ gliner-nvidia+cpu-int8; gliner-nvidia+cpu-int8 ≈ gliner-nvidia-ru+cpu-int8; gliner-nvidia-ru+cpu-int8 ≈ gliner-urchade+cpu-int8; gliner-urchade+cpu-int8 ≈ gliner-urchade-ru+cpu-int8

Legacy runs on this set: betterleaks, presidio-ru. Their meta carries no `protocol` and no `bench_sha256`, so the version of the text they were taken from is confirmed only by the row and character counts, not by a fingerprint.

## Missed by group

| model | PERSON | ADDRESS | CONTACT | ID | NET |
|---|---|---|---|---|---|
| spans in gold | 1260 | 1249 | 389 | 2257 | 361 |
| pplx+cpu-int8 | 29 (2.3%) | 235 (18.8%) | 3 (0.8%) | 12 (0.5%) | 35 (9.7%) |
| nym-base | 41 (3.3%) | 161 (12.9%) | 21 (5.4%) | 353 (15.6%) | 24 (6.6%) |
| pplx | 119 (9.4%) | 478 (38.3%) | 6 (1.5%) | 56 (2.5%) | 116 (32.1%) |
| nym-base+cpu-int8 | 83 (6.6%) | 263 (21.1%) | 33 (8.5%) | 429 (19.0%) | 16 (4.4%) |
| nym-small | 79 (6.3%) | 198 (15.9%) | 42 (10.8%) | 465 (20.6%) | 46 (12.7%) |
| gliner2-fastino-ru | 76 (6.0%) | 125 (10.0%) | 17 (4.4%) | 514 (22.8%) | 181 (50.1%) |
| mmbert32k | 189 (15.0%) | 303 (24.3%) | 34 (8.7%) | 476 (21.1%) | 33 (9.1%) |
| gliner-nvidia-ru | 114 (9.0%) | 193 (15.5%) | 36 (9.3%) | 608 (26.9%) | 113 (31.3%) |
| ru-pii-ner | 56 (4.4%) | 653 (52.3%) | 74 (19.0%) | 138 (6.1%) | 189 (52.4%) |
| apararti | 252 (20.0%) | 554 (44.4%) | 38 (9.8%) | 236 (10.5%) | 122 (33.8%) |
| gliner2-fastino | 184 (14.6%) | 115 (9.2%) | 14 (3.6%) | 752 (33.3%) | 165 (45.7%) |
| ru-legal-ner | 211 (16.7%) | 561 (44.9%) | 11 (2.8%) | 472 (20.9%) | 104 (28.8%) |
| ru-legal-ner+cpu-int8 | 206 (16.3%) | 567 (45.4%) | 15 (3.9%) | 478 (21.2%) | 104 (28.8%) |
| gliner-nvidia | 57 (4.5%) | 167 (13.4%) | 32 (8.2%) | 1057 (46.8%) | 114 (31.6%) |
| bardsai-eu | 84 (6.7%) | 203 (16.3%) | 35 (9.0%) | 975 (43.2%) | 139 (38.5%) |
| opf-kz-ru | 387 (30.7%) | 772 (61.8%) | 28 (7.2%) | 206 (9.1%) | 109 (30.2%) |
| gliner2-hivetrace-omni-ru | 395 (31.3%) | 167 (13.4%) | 27 (6.9%) | 762 (33.8%) | 192 (53.2%) |
| opf-ru | 249 (19.8%) | 561 (44.9%) | 39 (10.0%) | 563 (24.9%) | 156 (43.2%) |
| openai-base | 338 (26.8%) | 663 (53.1%) | 45 (11.6%) | 397 (17.6%) | 180 (49.9%) |
| openai-base-onnx | 336 (26.7%) | 665 (53.2%) | 46 (11.8%) | 403 (17.9%) | 181 (50.1%) |
| gliner-stream-pii | 355 (28.2%) | 401 (32.1%) | 83 (21.3%) | 742 (32.9%) | 109 (30.2%) |
| traciora | 262 (20.8%) | 510 (40.8%) | 26 (6.7%) | 743 (32.9%) | 178 (49.3%) |
| gliner2-hivetrace-omni | 254 (20.2%) | 177 (14.2%) | 28 (7.2%) | 1082 (47.9%) | 200 (55.4%) |
| pii-shield-onnx | 377 (29.9%) | 392 (31.4%) | 79 (20.3%) | 848 (37.6%) | 72 (19.9%) |
| opf-ru-v2 | 321 (25.5%) | 738 (59.1%) | 57 (14.7%) | 468 (20.7%) | 198 (54.8%) |
| gravitee-small+cpu-int8 | 288 (22.9%) | 395 (31.6%) | 22 (5.7%) | 1061 (47.0%) | 19 (5.3%) |
| gliner2-large | 450 (35.7%) | 367 (29.4%) | 24 (6.2%) | 943 (41.8%) | 127 (35.2%) |
| gravitee-small | 309 (24.5%) | 442 (35.4%) | 19 (4.9%) | 1134 (50.2%) | 19 (5.3%) |
| nuner-zero | 580 (46.0%) | 318 (25.5%) | 8 (2.1%) | 1021 (45.2%) | 1 (0.3%) |
| gliner-pii-edge | 540 (42.9%) | 625 (50.0%) | 64 (16.5%) | 639 (28.3%) | 89 (24.7%) |
| openmed-multilingual | 504 (40.0%) | 645 (51.6%) | 86 (22.1%) | 830 (36.8%) | 35 (9.7%) |
| gliner-urchade | 1034 (82.1%) | 208 (16.7%) | 30 (7.7%) | 737 (32.7%) | 113 (31.3%) |
| gliner-urchade-ru | 1113 (88.3%) | 203 (16.3%) | 56 (14.4%) | 627 (27.8%) | 151 (41.8%) |
| mmbert32k+cpu-int8 | 737 (58.5%) | 736 (58.9%) | 99 (25.4%) | 530 (23.5%) | 56 (15.5%) |
| fef2-secret-ru | 202 (16.0%) | 377 (30.2%) | 177 (45.5%) | 1072 (47.5%) | 339 (93.9%) |
| gliner25-fastino-ru | 300 (23.8%) | 802 (64.2%) | 48 (12.3%) | 778 (34.5%) | 264 (73.1%) |
| gliner2-hivetrace-uni | 700 (55.6%) | 304 (24.3%) | 39 (10.0%) | 832 (36.9%) | 334 (92.5%) |
| kalyan-ettin | 345 (27.4%) | 612 (49.0%) | 117 (30.1%) | 1257 (55.7%) | 55 (15.2%) |
| openmed-nemotron | 282 (22.4%) | 473 (37.9%) | 87 (22.4%) | 1540 (68.2%) | 61 (16.9%) |
| gliner2-vladlinv-ru | 499 (39.6%) | 1002 (80.2%) | 108 (27.8%) | 506 (22.4%) | 338 (93.6%) |
| fef2-secret-ru+cpu-int8 | 195 (15.5%) | 405 (32.4%) | 200 (51.4%) | 1358 (60.2%) | 347 (96.1%) |
| ner-ru-yqelz | 127 (10.1%) | 273 (21.9%) | 293 (75.3%) | 1770 (78.4%) | 266 (73.7%) |
| gliner2-vladlinv | 443 (35.2%) | 1015 (81.3%) | 105 (27.0%) | 881 (39.0%) | 319 (88.4%) |
| stanza-ru | 65 (5.2%) | 233 (18.7%) | 363 (93.3%) | 1840 (81.5%) | 287 (79.5%) |
| gliner-pii-base | 452 (35.9%) | 676 (54.1%) | 68 (17.5%) | 1572 (69.6%) | 114 (31.6%) |
| presidio-ru | 374 (29.7%) | 465 (37.2%) | 148 (38.0%) | 1986 (88.0%) | 53 (14.7%) |
| ner-ru-gherman-onnx | 72 (5.7%) | 99 (7.9%) | 291 (74.8%) | 2253 (99.8%) | 358 (99.2%) |
| ner-ru-gherman | 70 (5.6%) | 102 (8.2%) | 290 (74.6%) | 2253 (99.8%) | 358 (99.2%) |
| gliner25-fastino | 418 (33.2%) | 734 (58.8%) | 39 (10.0%) | 1650 (73.1%) | 247 (68.4%) |
| ner-ru-gherman+cpu-int8 | 83 (6.6%) | 159 (12.7%) | 299 (76.9%) | 2255 (99.9%) | 357 (98.9%) |
| davlan-xlmr | 27 (2.1%) | 161 (12.9%) | 374 (96.1%) | 2251 (99.7%) | 353 (97.8%) |
| gliner-multi-v21-ru | 315 (25.0%) | 335 (26.8%) | 281 (72.2%) | 2020 (89.5%) | 258 (71.5%) |
| davlan-mbert | 64 (5.1%) | 237 (19.0%) | 376 (96.7%) | 2256 (100.0%) | 313 (86.7%) |
| gliner-multi-v21 | 319 (25.3%) | 326 (26.1%) | 289 (74.3%) | 2180 (96.6%) | 230 (63.7%) |
| davlan-mbert+cpu-int8 | 101 (8.0%) | 270 (21.6%) | 378 (97.2%) | 2254 (99.9%) | 353 (97.8%) |
| spacy-ru-lg | 341 (27.1%) | 447 (35.8%) | 329 (84.6%) | 2198 (97.4%) | 313 (86.7%) |
| natasha | 345 (27.4%) | 434 (34.7%) | 380 (97.7%) | 2138 (94.7%) | 359 (99.4%) |
| gliner2-hivetrace-uni-ru | 645 (51.2%) | 741 (59.3%) | 340 (87.4%) | 1644 (72.8%) | 355 (98.3%) |
| davlan-xlmr+cpu-int8 | 308 (24.4%) | 430 (34.4%) | 384 (98.7%) | 2254 (99.9%) | 358 (99.2%) |
| kalyan-ettin+cpu-int8 | 672 (53.3%) | 1097 (87.8%) | 202 (51.9%) | 1878 (83.2%) | 161 (44.6%) |
| spacy-alrosait | 515 (40.9%) | 558 (44.7%) | 383 (98.5%) | 2236 (99.1%) | 360 (99.7%) |
| gliner-pii-edge+cpu-int8 | 1076 (85.4%) | 999 (80.0%) | 268 (68.9%) | 1568 (69.5%) | 284 (78.7%) |
| rules-ru | 1257 (99.8%) | 1244 (99.6%) | 138 (35.5%) | 1933 (85.6%) | 85 (23.5%) |
| gliner-pii-base+cpu-int8 | 1259 (99.9%) | 1249 (100.0%) | 383 (98.5%) | 2247 (99.6%) | 361 (100.0%) |
| betterleaks | 1260 (100.0%) | 1249 (100.0%) | 389 (100.0%) | 2257 (100.0%) | 361 (100.0%) |
| gitleaks | 1260 (100.0%) | 1249 (100.0%) | 389 (100.0%) | 2257 (100.0%) | 361 (100.0%) |
| gliner-multi-v21+cpu-int8 | 1260 (100.0%) | 1249 (100.0%) | 389 (100.0%) | 2257 (100.0%) | 361 (100.0%) |
| gliner-multi-v21-ru+cpu-int8 | 1260 (100.0%) | 1249 (100.0%) | 389 (100.0%) | 2257 (100.0%) | 361 (100.0%) |
| gliner-nvidia+cpu-int8 | 1260 (100.0%) | 1249 (100.0%) | 389 (100.0%) | 2257 (100.0%) | 361 (100.0%) |
| gliner-nvidia-ru+cpu-int8 | 1260 (100.0%) | 1249 (100.0%) | 389 (100.0%) | 2257 (100.0%) | 361 (100.0%) |
| gliner-urchade+cpu-int8 | 1260 (100.0%) | 1249 (100.0%) | 389 (100.0%) | 2257 (100.0%) | 361 (100.0%) |
| gliner-urchade-ru+cpu-int8 | 1260 (100.0%) | 1249 (100.0%) | 389 (100.0%) | 2257 (100.0%) | 361 (100.0%) |

## Char recall by gold type

| type | group | pplx+cpu-int8 | nym-base | pplx | nym-base+cpu-int8 | nym-small | gliner2-fastino-ru | mmbert32k | gliner-nvidia-ru | ru-pii-ner | apararti | gliner2-fastino | ru-legal-ner | ru-legal-ner+cpu-int8 | gliner-nvidia | bardsai-eu | opf-kz-ru | gliner2-hivetrace-omni-ru | opf-ru | openai-base | openai-base-onnx | gliner-stream-pii | traciora | gliner2-hivetrace-omni | pii-shield-onnx | opf-ru-v2 | gravitee-small+cpu-int8 | gliner2-large | gravitee-small | nuner-zero | gliner-pii-edge | openmed-multilingual | gliner-urchade | gliner-urchade-ru | mmbert32k+cpu-int8 | fef2-secret-ru | gliner25-fastino-ru | gliner2-hivetrace-uni | kalyan-ettin | openmed-nemotron | gliner2-vladlinv-ru | fef2-secret-ru+cpu-int8 | ner-ru-yqelz | gliner2-vladlinv | stanza-ru | gliner-pii-base | presidio-ru | ner-ru-gherman-onnx | ner-ru-gherman | gliner25-fastino | ner-ru-gherman+cpu-int8 | davlan-xlmr | gliner-multi-v21-ru | davlan-mbert | gliner-multi-v21 | davlan-mbert+cpu-int8 | spacy-ru-lg | natasha | gliner2-hivetrace-uni-ru | davlan-xlmr+cpu-int8 | kalyan-ettin+cpu-int8 | spacy-alrosait | gliner-pii-edge+cpu-int8 | rules-ru | gliner-pii-base+cpu-int8 | betterleaks | gitleaks | gliner-multi-v21+cpu-int8 | gliner-multi-v21-ru+cpu-int8 | gliner-nvidia+cpu-int8 | gliner-nvidia-ru+cpu-int8 | gliner-urchade+cpu-int8 | gliner-urchade-ru+cpu-int8 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BIRTH_CERTIFICATE | ID | 0.809 | 0.587 | 0.694 | 0.430 | 0.397 | 0.532 | 0.354 | 0.546 | 0.959 | 0.744 | 0.458 | 0.478 | 0.468 | 0.346 | 0.313 | 0.680 | 0.485 | 0.461 | 0.605 | 0.608 | 0.294 | 0.423 | 0.464 | 0.498 | 0.523 | 0.174 | 0.519 | 0.142 | 0.464 | 0.715 | 0.273 | 0.643 | 0.723 | 0.411 | 0.830 | 0.425 | 0.537 | 0.273 | 0.168 | 0.694 | 0.706 | 0.204 | 0.648 | 0.201 | 0.285 | 0.027 | 0.000 | 0.000 | 0.120 | 0.000 | 0.005 | 0.011 | 0.002 | 0.020 | 0.003 | 0.003 | 0.046 | 0.288 | 0.002 | 0.061 | 0.003 | 0.220 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| CITY | ADDRESS | 0.849 | 0.919 | 0.625 | 0.851 | 0.887 | 0.945 | 0.761 | 0.858 | 0.374 | 0.569 | 0.949 | 0.560 | 0.569 | 0.925 | 0.898 | 0.401 | 0.791 | 0.589 | 0.480 | 0.483 | 0.601 | 0.550 | 0.805 | 0.623 | 0.381 | 0.628 | 0.638 | 0.590 | 0.665 | 0.512 | 0.498 | 0.820 | 0.821 | 0.357 | 0.809 | 0.126 | 0.885 | 0.552 | 0.578 | 0.120 | 0.786 | 0.913 | 0.079 | 0.905 | 0.565 | 0.657 | 0.908 | 0.913 | 0.230 | 0.861 | 0.942 | 0.832 | 0.954 | 0.811 | 0.932 | 0.696 | 0.728 | 0.651 | 0.753 | 0.111 | 0.558 | 0.154 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| COUNTRY | ADDRESS | 0.617 | 0.799 | 0.360 | 0.726 | 0.774 | 0.935 | 0.602 | 0.855 | 0.274 | 0.308 | 0.924 | 0.353 | 0.357 | 0.895 | 0.759 | 0.174 | 0.863 | 0.312 | 0.202 | 0.199 | 0.686 | 0.351 | 0.853 | 0.548 | 0.207 | 0.529 | 0.542 | 0.494 | 0.638 | 0.597 | 0.322 | 0.836 | 0.830 | 0.290 | 0.774 | 0.467 | 0.850 | 0.565 | 0.489 | 0.143 | 0.773 | 0.970 | 0.179 | 0.936 | 0.536 | 0.742 | 0.882 | 0.897 | 0.525 | 0.790 | 0.909 | 0.846 | 0.902 | 0.850 | 0.865 | 0.800 | 0.853 | 0.489 | 0.653 | 0.140 | 0.469 | 0.251 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| CREDIT_CARD | ID | 0.984 | 0.952 | 0.934 | 0.930 | 0.896 | 0.967 | 0.860 | 0.945 | 0.869 | 0.969 | 0.981 | 0.709 | 0.715 | 0.862 | 0.653 | 0.950 | 0.965 | 0.684 | 0.896 | 0.892 | 0.451 | 0.907 | 0.976 | 0.774 | 0.787 | 0.859 | 0.841 | 0.840 | 0.863 | 0.901 | 0.838 | 0.881 | 0.771 | 0.719 | 0.660 | 0.828 | 0.304 | 0.544 | 0.640 | 0.735 | 0.374 | 0.290 | 0.425 | 0.041 | 0.555 | 0.013 | 0.000 | 0.000 | 0.555 | 0.000 | 0.000 | 0.040 | 0.000 | 0.050 | 0.000 | 0.000 | 0.000 | 0.091 | 0.000 | 0.147 | 0.000 | 0.241 | 0.307 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| DISTRICT | ADDRESS | 0.754 | 0.724 | 0.456 | 0.668 | 0.730 | 0.847 | 0.558 | 0.720 | 0.690 | 0.516 | 0.886 | 0.407 | 0.398 | 0.786 | 0.816 | 0.221 | 0.791 | 0.313 | 0.399 | 0.402 | 0.642 | 0.580 | 0.785 | 0.782 | 0.239 | 0.607 | 0.687 | 0.513 | 0.824 | 0.512 | 0.419 | 0.910 | 0.904 | 0.347 | 0.902 | 0.619 | 0.781 | 0.404 | 0.491 | 0.355 | 0.906 | 0.929 | 0.279 | 0.860 | 0.188 | 0.780 | 0.572 | 0.555 | 0.354 | 0.545 | 0.887 | 0.774 | 0.854 | 0.743 | 0.759 | 0.823 | 0.859 | 0.248 | 0.596 | 0.071 | 0.349 | 0.196 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| DRIVER_LICENSE | ID | 0.973 | 0.705 | 0.960 | 0.673 | 0.654 | 0.628 | 0.572 | 0.617 | 0.975 | 0.678 | 0.586 | 0.588 | 0.580 | 0.444 | 0.363 | 0.695 | 0.389 | 0.573 | 0.605 | 0.606 | 0.391 | 0.470 | 0.426 | 0.704 | 0.623 | 0.495 | 0.488 | 0.474 | 0.321 | 0.549 | 0.424 | 0.569 | 0.507 | 0.512 | 0.293 | 0.516 | 0.549 | 0.294 | 0.198 | 0.635 | 0.140 | 0.093 | 0.546 | 0.048 | 0.235 | 0.024 | 0.001 | 0.001 | 0.240 | 0.001 | 0.000 | 0.024 | 0.000 | 0.017 | 0.000 | 0.025 | 0.000 | 0.291 | 0.000 | 0.090 | 0.019 | 0.212 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| EMAIL | CONTACT | 0.947 | 0.712 | 0.894 | 0.697 | 0.699 | 0.968 | 0.646 | 0.967 | 0.631 | 0.749 | 0.958 | 0.767 | 0.765 | 0.975 | 0.575 | 0.811 | 0.967 | 0.684 | 0.769 | 0.769 | 0.793 | 0.878 | 0.956 | 0.589 | 0.693 | 0.893 | 0.994 | 0.898 | 0.999 | 0.729 | 0.566 | 0.938 | 0.903 | 0.311 | 0.794 | 0.977 | 0.859 | 0.627 | 0.578 | 0.586 | 0.648 | 0.128 | 0.589 | 0.097 | 0.880 | 0.481 | 0.192 | 0.197 | 0.975 | 0.187 | 0.025 | 0.229 | 0.030 | 0.198 | 0.027 | 0.245 | 0.014 | 0.152 | 0.008 | 0.398 | 0.005 | 0.300 | 0.494 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| FIRST_NAME | PERSON | 0.977 | 0.981 | 0.932 | 0.959 | 0.939 | 0.952 | 0.847 | 0.932 | 0.960 | 0.812 | 0.871 | 0.767 | 0.766 | 0.967 | 0.940 | 0.718 | 0.693 | 0.822 | 0.737 | 0.739 | 0.723 | 0.798 | 0.855 | 0.697 | 0.759 | 0.767 | 0.567 | 0.749 | 0.569 | 0.664 | 0.634 | 0.114 | 0.068 | 0.398 | 0.797 | 0.801 | 0.645 | 0.779 | 0.788 | 0.653 | 0.795 | 0.862 | 0.698 | 0.953 | 0.621 | 0.677 | 0.942 | 0.939 | 0.647 | 0.931 | 0.983 | 0.811 | 0.943 | 0.800 | 0.914 | 0.697 | 0.677 | 0.488 | 0.790 | 0.533 | 0.565 | 0.122 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| HOUSE | ADDRESS | 0.967 | 0.508 | 0.917 | 0.429 | 0.490 | 0.471 | 0.569 | 0.637 | 0.515 | 0.786 | 0.489 | 0.568 | 0.566 | 0.706 | 0.591 | 0.477 | 0.482 | 0.253 | 0.740 | 0.737 | 0.191 | 0.806 | 0.400 | 0.628 | 0.674 | 0.941 | 0.669 | 0.923 | 0.834 | 0.040 | 0.130 | 0.553 | 0.729 | 0.250 | 0.032 | 0.165 | 0.074 | 0.197 | 0.411 | 0.226 | 0.025 | 0.038 | 0.204 | 0.079 | 0.168 | 0.013 | 0.963 | 0.975 | 0.145 | 0.893 | 0.169 | 0.291 | 0.023 | 0.480 | 0.021 | 0.011 | 0.021 | 0.013 | 0.006 | 0.033 | 0.760 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| INN | ID | 0.996 | 0.828 | 0.996 | 0.820 | 0.793 | 0.792 | 0.818 | 0.803 | 0.788 | 0.824 | 0.672 | 0.727 | 0.726 | 0.557 | 0.772 | 0.811 | 0.772 | 0.799 | 0.777 | 0.775 | 0.464 | 0.776 | 0.503 | 0.820 | 0.772 | 0.260 | 0.287 | 0.247 | 0.460 | 0.392 | 0.761 | 0.703 | 0.808 | 0.765 | 0.532 | 0.442 | 0.711 | 0.221 | 0.239 | 0.494 | 0.418 | 0.050 | 0.301 | 0.219 | 0.113 | 0.612 | 0.000 | 0.000 | 0.032 | 0.000 | 0.000 | 0.568 | 0.000 | 0.104 | 0.000 | 0.031 | 0.020 | 0.172 | 0.000 | 0.144 | 0.000 | 0.406 | 0.620 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| IP_ADDRESS | NET | 0.997 | 0.919 | 0.999 | 0.962 | 0.797 | 0.416 | 0.757 | 0.425 | 0.625 | 0.968 | 0.416 | 0.478 | 0.465 | 0.425 | 0.851 | 0.954 | 0.411 | 0.576 | 0.907 | 0.907 | 0.477 | 0.807 | 0.414 | 0.743 | 0.832 | 0.987 | 0.382 | 0.988 | 1.000 | 0.399 | 0.973 | 0.354 | 0.332 | 0.543 | 0.020 | 0.499 | 0.030 | 0.973 | 0.947 | 0.084 | 0.000 | 0.195 | 0.155 | 0.071 | 0.413 | 0.945 | 0.000 | 0.000 | 0.501 | 0.000 | 0.000 | 0.327 | 0.000 | 0.307 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.323 | 0.000 | 0.023 | 0.690 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| LAST_NAME | PERSON | 0.964 | 0.935 | 0.831 | 0.892 | 0.914 | 0.897 | 0.797 | 0.911 | 0.932 | 0.727 | 0.847 | 0.829 | 0.832 | 0.948 | 0.915 | 0.624 | 0.739 | 0.728 | 0.659 | 0.660 | 0.682 | 0.722 | 0.842 | 0.666 | 0.673 | 0.670 | 0.696 | 0.652 | 0.388 | 0.492 | 0.577 | 0.235 | 0.122 | 0.354 | 0.791 | 0.709 | 0.385 | 0.681 | 0.690 | 0.541 | 0.804 | 0.864 | 0.623 | 0.923 | 0.512 | 0.662 | 0.912 | 0.912 | 0.646 | 0.906 | 0.966 | 0.635 | 0.934 | 0.675 | 0.911 | 0.675 | 0.674 | 0.472 | 0.683 | 0.362 | 0.492 | 0.144 | 0.005 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| MIDDLE_NAME | PERSON | 0.993 | 0.984 | 0.973 | 0.957 | 0.975 | 0.976 | 0.911 | 0.885 | 0.994 | 0.913 | 0.840 | 0.954 | 0.966 | 0.942 | 0.953 | 0.780 | 0.549 | 0.904 | 0.843 | 0.843 | 0.762 | 0.948 | 0.601 | 0.808 | 0.865 | 0.943 | 0.694 | 0.931 | 0.702 | 0.584 | 0.578 | 0.193 | 0.183 | 0.545 | 0.966 | 0.784 | 0.188 | 0.712 | 0.901 | 0.636 | 0.970 | 0.976 | 0.617 | 0.976 | 0.824 | 0.766 | 0.990 | 0.993 | 0.743 | 0.984 | 0.987 | 0.796 | 0.988 | 0.735 | 0.952 | 0.825 | 0.845 | 0.481 | 0.836 | 0.511 | 0.743 | 0.199 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| MILITARY_ID | ID | 0.997 | 0.578 | 0.981 | 0.507 | 0.564 | 0.816 | 0.677 | 0.775 | 0.969 | 0.931 | 0.693 | 0.748 | 0.749 | 0.736 | 0.518 | 0.937 | 0.732 | 0.693 | 0.896 | 0.901 | 0.506 | 0.781 | 0.544 | 0.341 | 0.839 | 0.379 | 0.661 | 0.311 | 0.783 | 0.809 | 0.360 | 0.718 | 0.769 | 0.607 | 0.707 | 0.681 | 0.828 | 0.425 | 0.145 | 0.899 | 0.606 | 0.157 | 0.842 | 0.459 | 0.578 | 0.059 | 0.000 | 0.000 | 0.166 | 0.000 | 0.003 | 0.010 | 0.000 | 0.005 | 0.000 | 0.079 | 0.113 | 0.502 | 0.001 | 0.108 | 0.007 | 0.527 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| OMS | ID | 0.989 | 0.667 | 0.905 | 0.693 | 0.672 | 0.816 | 0.799 | 0.741 | 0.989 | 0.814 | 0.615 | 0.705 | 0.700 | 0.467 | 0.719 | 0.805 | 0.550 | 0.590 | 0.735 | 0.738 | 0.353 | 0.743 | 0.239 | 0.627 | 0.733 | 0.399 | 0.429 | 0.400 | 0.302 | 0.685 | 0.641 | 0.621 | 0.757 | 0.723 | 0.647 | 0.765 | 0.420 | 0.487 | 0.329 | 0.759 | 0.377 | 0.053 | 0.575 | 0.004 | 0.121 | 0.000 | 0.000 | 0.000 | 0.223 | 0.000 | 0.000 | 0.017 | 0.000 | 0.004 | 0.000 | 0.000 | 0.004 | 0.132 | 0.000 | 0.171 | 0.000 | 0.191 | 0.072 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| PASSPORT | ID | 0.985 | 0.783 | 0.961 | 0.787 | 0.806 | 0.710 | 0.689 | 0.681 | 0.978 | 0.822 | 0.589 | 0.771 | 0.775 | 0.488 | 0.437 | 0.824 | 0.606 | 0.649 | 0.775 | 0.769 | 0.561 | 0.534 | 0.570 | 0.346 | 0.686 | 0.594 | 0.628 | 0.556 | 0.631 | 0.666 | 0.455 | 0.622 | 0.634 | 0.609 | 0.223 | 0.749 | 0.645 | 0.417 | 0.263 | 0.826 | 0.112 | 0.119 | 0.738 | 0.014 | 0.211 | 0.092 | 0.001 | 0.001 | 0.532 | 0.001 | 0.000 | 0.025 | 0.000 | 0.019 | 0.000 | 0.004 | 0.000 | 0.346 | 0.000 | 0.108 | 0.012 | 0.231 | 0.117 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| PHONE | CONTACT | 0.987 | 0.973 | 0.984 | 0.972 | 0.971 | 0.869 | 0.864 | 0.847 | 0.897 | 0.959 | 0.869 | 0.965 | 0.961 | 0.863 | 0.834 | 0.939 | 0.837 | 0.879 | 0.914 | 0.910 | 0.635 | 0.809 | 0.834 | 0.972 | 0.876 | 0.913 | 0.827 | 0.939 | 0.962 | 0.957 | 0.730 | 0.913 | 0.813 | 0.717 | 0.106 | 0.744 | 0.899 | 0.501 | 0.688 | 0.853 | 0.067 | 0.139 | 0.864 | 0.006 | 0.769 | 0.739 | 0.004 | 0.004 | 0.801 | 0.003 | 0.006 | 0.147 | 0.006 | 0.131 | 0.006 | 0.006 | 0.011 | 0.073 | 0.006 | 0.179 | 0.015 | 0.190 | 0.715 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| REGION | ADDRESS | 0.749 | 0.811 | 0.519 | 0.650 | 0.809 | 0.977 | 0.583 | 0.740 | 0.581 | 0.356 | 0.960 | 0.229 | 0.227 | 0.801 | 0.838 | 0.217 | 0.899 | 0.289 | 0.273 | 0.278 | 0.540 | 0.421 | 0.897 | 0.848 | 0.232 | 0.515 | 0.762 | 0.474 | 0.742 | 0.456 | 0.334 | 0.853 | 0.839 | 0.330 | 0.759 | 0.429 | 0.947 | 0.377 | 0.520 | 0.279 | 0.746 | 0.961 | 0.307 | 0.900 | 0.311 | 0.752 | 0.621 | 0.608 | 0.776 | 0.613 | 0.907 | 0.572 | 0.815 | 0.451 | 0.747 | 0.713 | 0.823 | 0.622 | 0.726 | 0.101 | 0.396 | 0.226 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| SNILS | ID | 0.957 | 0.770 | 0.871 | 0.761 | 0.734 | 0.806 | 0.708 | 0.621 | 0.957 | 0.791 | 0.641 | 0.578 | 0.569 | 0.429 | 0.573 | 0.737 | 0.692 | 0.368 | 0.672 | 0.660 | 0.344 | 0.507 | 0.208 | 0.836 | 0.569 | 0.501 | 0.620 | 0.509 | 0.346 | 0.294 | 0.461 | 0.482 | 0.681 | 0.557 | 0.620 | 0.699 | 0.469 | 0.184 | 0.135 | 0.728 | 0.475 | 0.195 | 0.403 | 0.004 | 0.084 | 0.036 | 0.000 | 0.000 | 0.101 | 0.000 | 0.000 | 0.078 | 0.000 | 0.039 | 0.000 | 0.003 | 0.000 | 0.166 | 0.000 | 0.072 | 0.004 | 0.097 | 0.003 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| STREET | ADDRESS | 0.929 | 0.913 | 0.892 | 0.896 | 0.849 | 0.817 | 0.645 | 0.782 | 0.580 | 0.827 | 0.899 | 0.757 | 0.744 | 0.783 | 0.862 | 0.595 | 0.772 | 0.743 | 0.794 | 0.791 | 0.556 | 0.837 | 0.821 | 0.645 | 0.684 | 0.924 | 0.765 | 0.911 | 0.840 | 0.293 | 0.511 | 0.902 | 0.896 | 0.323 | 0.556 | 0.405 | 0.553 | 0.298 | 0.750 | 0.228 | 0.482 | 0.520 | 0.222 | 0.800 | 0.340 | 0.464 | 0.660 | 0.660 | 0.453 | 0.585 | 0.926 | 0.783 | 0.903 | 0.821 | 0.850 | 0.448 | 0.330 | 0.013 | 0.701 | 0.094 | 0.670 | 0.111 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| URL | NET | 0.688 | 0.752 | 0.349 | 0.749 | 0.779 | 0.270 | 0.465 | 0.527 | 0.153 | 0.324 | 0.305 | 0.340 | 0.333 | 0.519 | 0.158 | 0.385 | 0.223 | 0.123 | 0.162 | 0.163 | 0.445 | 0.122 | 0.184 | 0.640 | 0.030 | 0.762 | 0.498 | 0.787 | 0.971 | 0.613 | 0.606 | 0.554 | 0.455 | 0.289 | 0.035 | 0.041 | 0.034 | 0.414 | 0.576 | 0.009 | 0.024 | 0.123 | 0.019 | 0.117 | 0.483 | 0.575 | 0.003 | 0.003 | 0.064 | 0.005 | 0.013 | 0.008 | 0.060 | 0.038 | 0.009 | 0.154 | 0.003 | 0.005 | 0.004 | 0.154 | 0.004 | 0.198 | 0.591 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |

## Missed at thresholds 0.5 / 0.3 / 0.2 / 0.1

Only models that return a score. A lower threshold keeps more spans: fewer misses, more masking.

| model | 0.5 | 0.3 | 0.2 | 0.1 |
|---|---|---|---|---|
| nym-base | 600 (10.9%) | 442 (8.0%) | 436 (7.9%) | 436 (7.9%) |
| nym-base+cpu-int8 | 824 (14.9%) | 613 (11.1%) | 609 (11.0%) | 608 (11.0%) |
| nym-small | 830 (15.0%) | 646 (11.7%) | 640 (11.6%) | 639 (11.6%) |
| gliner2-fastino-ru | 913 (16.6%) | 636 (11.5%) | 518 (9.4%) | 375 (6.8%) |
| mmbert32k | 1035 (18.8%) | 558 (10.1%) | 534 (9.7%) | 528 (9.6%) |
| gliner-nvidia-ru | 1064 (19.3%) | 743 (13.5%) | 578 (10.5%) | 408 (7.4%) |
| apararti | 1202 (21.8%) | 1145 (20.8%) | 1143 (20.7%) | 1143 (20.7%) |
| gliner2-fastino | 1230 (22.3%) | 840 (15.2%) | 640 (11.6%) | 434 (7.9%) |
| ru-legal-ner | 1359 (24.6%) | 811 (14.7%) | 745 (13.5%) | 723 (13.1%) |
| ru-legal-ner+cpu-int8 | 1370 (24.8%) | 790 (14.3%) | 734 (13.3%) | 712 (12.9%) |
| gliner-nvidia | 1427 (25.9%) | 1028 (18.6%) | 800 (14.5%) | 520 (9.4%) |
| bardsai-eu | 1436 (26.0%) | 1170 (21.2%) | 1154 (20.9%) | 1154 (20.9%) |
| opf-kz-ru | 1502 (27.2%) | 1473 (26.7%) | 1473 (26.7%) | 1473 (26.7%) |
| gliner2-hivetrace-omni-ru | 1543 (28.0%) | 816 (14.8%) | 578 (10.5%) | 401 (7.3%) |
| opf-ru | 1568 (28.4%) | 1470 (26.6%) | 1462 (26.5%) | 1462 (26.5%) |
| openai-base | 1623 (29.4%) | 1606 (29.1%) | 1606 (29.1%) | 1606 (29.1%) |
| openai-base-onnx | 1631 (29.6%) | 1608 (29.2%) | 1608 (29.2%) | 1608 (29.2%) |
| gliner-stream-pii | 1690 (30.6%) | 1069 (19.4%) | 777 (14.1%) | 507 (9.2%) |
| traciora | 1719 (31.2%) | 1664 (30.2%) | 1662 (30.1%) | 1662 (30.1%) |
| gliner2-hivetrace-omni | 1741 (31.6%) | 991 (18.0%) | 679 (12.3%) | 448 (8.1%) |
| pii-shield-onnx | 1768 (32.1%) | 1304 (23.6%) | 1237 (22.4%) | 1232 (22.3%) |
| opf-ru-v2 | 1782 (32.3%) | 1750 (31.7%) | 1748 (31.7%) | 1748 (31.7%) |
| gravitee-small+cpu-int8 | 1785 (32.4%) | 1577 (28.6%) | 1572 (28.5%) | 1572 (28.5%) |
| gliner2-large | 1911 (34.6%) | 1216 (22.0%) | 873 (15.8%) | 504 (9.1%) |
| gravitee-small | 1923 (34.9%) | 1693 (30.7%) | 1687 (30.6%) | 1687 (30.6%) |
| nuner-zero | 1928 (35.0%) | 1081 (19.6%) | 795 (14.4%) | 521 (9.4%) |
| gliner-pii-edge | 1957 (35.5%) | 178 (3.2%) | 34 (0.6%) | 7 (0.1%) |
| openmed-multilingual | 2100 (38.1%) | 1351 (24.5%) | 1256 (22.8%) | 1245 (22.6%) |
| gliner-urchade | 2122 (38.5%) | 1436 (26.0%) | 1065 (19.3%) | 668 (12.1%) |
| gliner-urchade-ru | 2150 (39.0%) | 1571 (28.5%) | 1216 (22.0%) | 854 (15.5%) |
| mmbert32k+cpu-int8 | 2158 (39.1%) | 1172 (21.2%) | 999 (18.1%) | 979 (17.7%) |
| fef2-secret-ru | 2167 (39.3%) | 2102 (38.1%) | 2094 (38.0%) | 2093 (37.9%) |
| gliner25-fastino-ru | 2192 (39.7%) | 1891 (34.3%) | 1760 (31.9%) | 1661 (30.1%) |
| gliner2-hivetrace-uni | 2209 (40.0%) | 1259 (22.8%) | 865 (15.7%) | 402 (7.3%) |
| kalyan-ettin | 2386 (43.3%) | 1657 (30.0%) | 1521 (27.6%) | 1505 (27.3%) |
| openmed-nemotron | 2443 (44.3%) | 2100 (38.1%) | 2076 (37.6%) | 2076 (37.6%) |
| gliner2-vladlinv-ru | 2453 (44.5%) | 2372 (43.0%) | 2322 (42.1%) | 2245 (40.7%) |
| fef2-secret-ru+cpu-int8 | 2505 (45.4%) | 2402 (43.5%) | 2398 (43.5%) | 2397 (43.5%) |
| ner-ru-yqelz | 2729 (49.5%) | 2651 (48.1%) | 2651 (48.1%) | 2651 (48.1%) |
| gliner2-vladlinv | 2763 (50.1%) | 2687 (48.7%) | 2647 (48.0%) | 2584 (46.8%) |
| gliner-pii-base | 2882 (52.2%) | 867 (15.7%) | 234 (4.2%) | 26 (0.5%) |
| presidio-ru | 3026 (54.9%) | 2796 (50.7%) | 2796 (50.7%) | 2796 (50.7%) |
| ner-ru-gherman-onnx | 3073 (55.7%) | 3044 (55.2%) | 3043 (55.2%) | 3043 (55.2%) |
| ner-ru-gherman | 3073 (55.7%) | 3042 (55.1%) | 3042 (55.1%) | 3041 (55.1%) |
| gliner25-fastino | 3088 (56.0%) | 2556 (46.3%) | 2296 (41.6%) | 1951 (35.4%) |
| ner-ru-gherman+cpu-int8 | 3153 (57.2%) | 3107 (56.3%) | 3104 (56.3%) | 3104 (56.3%) |
| davlan-xlmr | 3166 (57.4%) | 3157 (57.2%) | 3157 (57.2%) | 3157 (57.2%) |
| gliner-multi-v21-ru | 3209 (58.2%) | 2139 (38.8%) | 1276 (23.1%) | 453 (8.2%) |
| davlan-mbert | 3246 (58.8%) | 3235 (58.6%) | 3235 (58.6%) | 3235 (58.6%) |
| gliner-multi-v21 | 3344 (60.6%) | 2085 (37.8%) | 1156 (21.0%) | 419 (7.6%) |
| davlan-mbert+cpu-int8 | 3356 (60.8%) | 3349 (60.7%) | 3348 (60.7%) | 3348 (60.7%) |
| gliner2-hivetrace-uni-ru | 3725 (67.5%) | 2137 (38.7%) | 1372 (24.9%) | 625 (11.3%) |
| davlan-xlmr+cpu-int8 | 3734 (67.7%) | 3556 (64.5%) | 3542 (64.2%) | 3541 (64.2%) |
| kalyan-ettin+cpu-int8 | 4010 (72.7%) | 3319 (60.2%) | 3182 (57.7%) | 3159 (57.3%) |
| gliner-pii-edge+cpu-int8 | 4195 (76.1%) | 546 (9.9%) | 125 (2.3%) | 27 (0.5%) |
| gliner-pii-base+cpu-int8 | 5499 (99.7%) | 4421 (80.1%) | 2253 (40.8%) | 292 (5.3%) |
| gliner-multi-v21-ru+cpu-int8 | 5516 (100.0%) | 5516 (100.0%) | 5516 (100.0%) | 5509 (99.9%) |
| gliner-nvidia+cpu-int8 | 5516 (100.0%) | 5516 (100.0%) | 5515 (100.0%) | 5502 (99.7%) |
| gliner-nvidia-ru+cpu-int8 | 5516 (100.0%) | 5516 (100.0%) | 5516 (100.0%) | 5515 (100.0%) |
| gliner-urchade+cpu-int8 | 5516 (100.0%) | 5516 (100.0%) | 5516 (100.0%) | 5386 (97.6%) |
| gliner-urchade-ru+cpu-int8 | 5516 (100.0%) | 5516 (100.0%) | 5513 (99.9%) | 5383 (97.6%) |

Notes: the unit of counting is one gold span after boundary normalization - the same unit in `missed`, in the group table, in the threshold table and in the ensembles; two annotations that share boundaries but not type are two spans, so an empty answer misses 100%. Gold and predicted boundaries are normalized the same way (whitespace, word boundaries, merge of adjacent same-label pieces). `dropped spans` - predicted intervals outside the text: rejected, not clipped to fit. A run made before `run.py` started clipping span ends to the piece it fed the model can carry them; `meta.clipped` counts what the clipping fixes in newer runs. Zero-shot models get the taxonomy of the set as labels (the `labels` field of `meta.json`). `train` - the model was trained on the source of this set (its slices and corrupted copies included): its row is not comparable with the others and stays out of the pooled numbers; an empty `contaminated` list in `benchmark/models.toml` means no evidence of overlap was found, not proof of none. `hidden` - gold spans every character of which is covered; a touched span counts as detected, not as hidden. missed % and char F1 carry 95% bootstrap intervals over rows (1000 resamples, the same rows for every model of the set). The group of a gold type comes from `BENCH/<set>/meta.json`; a model label with no group falls into OTHER. ms/row is a median and includes chunking of long texts; hardware and batch are in the meta line of the prediction file.