Detector directory

Open source PII detector benchmark index

Browse measured PII and secret detectors with direct pages for coverage, masking quality, character metrics and dataset-level outcomes.

103measured configurations

41retained datasets

2,591saved prediction runs

All detector configurations

Complete-coverage rows appear first. Partial rows keep their original denominator.

Interactive comparison

Detector	Family	Datasets	Untouched ↓	Fully hidden ↑	Char F1 ↑
gliner2-fastino	GLINER2	41/41	13.19%	79.86%	0.763
bardsai-eu	ONNX	41/41	18.63%	66.62%	0.703
pplx	PPLX	41/41	20.95%	74.92%	0.716
nuner-zero	GLINER	41/41	21.22%	71.63%	0.760
mmbert32k	HF	41/41	21.47%	50.17%	0.613
gliner-urchade	GLINER	41/41	27.48%	65.51%	0.687
gliner2-large	GLINER2	41/41	28.02%	65.65%	0.685
apararti	OPF	41/41	29.77%	62.49%	0.658
pii-shield-onnx	ONNX	41/41	30.36%	56.43%	0.416
gliner25-fastino	GLINER2	41/41	30.87%	62.77%	0.696
gliner-pii-edge	GLINER	41/41	31.70%	57.10%	0.629
ru-legal-ner	HF	41/41	34.55%	44.15%	0.449
openai-base	OPF	41/41	34.61%	59.69%	0.657
opf-kz-ru	OPF	41/41	34.84%	56.51%	0.634
gliner-stream-pii	GLINER	41/41	36.18%	51.67%	0.636
gliner-multi-v21	GLINER	41/41	39.90%	51.28%	0.537
traciora	OPF	41/41	40.46%	48.60%	0.638
ru-pii-ner	RUPII	41/41	42.70%	53.11%	0.599
opf-ru-v2	OPF	41/41	42.85%	47.51%	0.629
davlan-xlmr	HF	41/41	48.67%	44.00%	0.501
stanza-ru	STANZA	41/41	48.85%	43.41%	0.326
gliner-pii-base	GLINER	41/41	49.47%	44.64%	0.550
gravitee-small	HF	41/41	49.51%	42.98%	0.496
ner-ru-yqelz	HF	41/41	50.25%	39.74%	0.445
gliner2-vladlinv	GLINER2	41/41	50.39%	46.09%	0.572
davlan-mbert	HF	41/41	51.12%	41.98%	0.481
ner-ru-gherman	HF	41/41	51.22%	27.63%	0.453
fef2-secret-ru	HF	41/41	56.65%	35.60%	0.530
spacy-ru-lg	SPACY	41/41	68.64%	26.75%	0.326
natasha	NATASHA	41/41	71.97%	24.15%	0.316
rules-ru	RULES	41/41	74.63%	24.48%	0.506
pplx+cpu-int8	PPLX	9/41	3.66%	93.12%	0.698
pplx+homoglyph	PPLX	3/41	10.89%	81.93%	0.552
nym-base+homoglyph	HF	3/41	12.78%	71.53%	0.592
gliner2-fastino-ru	GLINER2	19/41	13.41%	77.70%	0.816
nym-base+sent300	HF	11/41	15.29%	67.31%	0.670
gliner-nvidia+sent300	GLINER	10/41	15.93%	75.06%	0.756
nym-base	HF	38/41	17.34%	64.53%	0.672
nym-small	ONNX	38/41	18.99%	62.82%	0.673
gliner2-hivetrace-omni	GLINER2	39/41	19.30%	74.82%	0.760
ru-legal-ner+cpu	HF	2/41	20.06%	62.97%	0.788
gliner2-hivetrace-omni-ru	GLINER2	19/41	21.79%	71.70%	0.808
gliner25-fastino+ov100	GLINER2	11/41	22.61%	70.46%	0.747
nym-base+ov100	HF	11/41	23.28%	63.27%	0.620
openai-base-onnx	ONNX	9/41	23.34%	70.86%	0.713
gliner25-fastino+sent300	GLINER2	11/41	23.34%	71.99%	0.725
ru-legal-ner+homoglyph	HF	3/41	23.42%	59.24%	0.387
nym-base+cpu-int8	HF	8/41	25.09%	59.79%	0.607
gliner-nvidia	GLINER	40/41	25.47%	63.97%	0.677
gliner25-fastino-ru	GLINER2	19/41	26.71%	64.57%	0.792
openmed-multilingual	HF	38/41	27.45%	51.75%	0.626
openmed-nemotron	HF	40/41	29.39%	48.55%	0.574
pplx+sent300	PPLX	11/41	31.22%	65.39%	0.687
gliner-nvidia+homoglyph	GLINER	3/41	32.95%	60.87%	0.579
ru-legal-ner+sent300	HF	11/41	33.05%	43.64%	0.512
opf-ru	OPF	40/41	33.51%	49.51%	0.595
opf-ru-v2+homoglyph	OPF	3/41	33.52%	51.03%	0.564
kalyan-ettin	HF	40/41	34.38%	43.35%	0.579
gliner-nvidia+ov100	GLINER	10/41	34.48%	56.87%	0.630
ru-legal-ner+cpu-int8	HF	9/41	35.03%	36.07%	0.453
pplx+ov100	PPLX	11/41	35.88%	61.81%	0.675
mmbert32k+cpu-int8	HF	9/41	36.30%	21.91%	0.416
gliner-nvidia-ru	GLINER	19/41	39.05%	50.97%	0.641
ru-legal-ner+ov100	HF	11/41	39.20%	38.48%	0.479
gliner2-hivetrace-uni	GLINER2	39/41	44.89%	49.89%	0.571
gliner-urchade-ru	GLINER	19/41	45.51%	45.35%	0.637
gliner-multi-v21-ru	GLINER	19/41	47.42%	43.02%	0.553
presidio-ru	PRESIDIO	2/41	47.70%	47.63%	0.594
gravitee-small+cpu-int8	HF	9/41	48.48%	43.54%	0.506
mmbert32k+nochunk	HF	11/41	48.48%	21.11%	0.412
gliner25-fastino+nochunk	GLINER2	11/41	50.36%	46.89%	0.562
opf-ru-v2+sent300	OPF	11/41	51.27%	41.91%	0.573
gliner25-fastino-ru+nochunk	GLINER2	5/41	51.81%	45.53%	0.577
gliner2-vladlinv+homoglyph	GLINER2	3/41	53.02%	45.00%	0.471
gliner2-vladlinv-ru	GLINER2	19/41	53.21%	42.50%	0.586
opf-ru-v2+ov100	OPF	11/41	54.23%	37.94%	0.551
kalyan-ettin+cpu-int8	HF	8/41	63.48%	20.89%	0.344
ner-ru-gherman-onnx	ONNX	9/41	63.51%	19.10%	0.355
ner-ru-gherman+homoglyph	HF	3/41	63.87%	23.39%	0.318
fef2-secret-ru+cpu-int8	HF	9/41	65.39%	27.12%	0.443
credsweeper-noml	LEAKS	4/41	67.10%	30.36%	0.541
ner-ru-gherman+cpu-int8	HF	9/41	67.44%	17.49%	0.322
davlan-mbert+cpu-int8	HF	9/41	69.57%	24.56%	0.350
credsweeper	LEAKS	3/41	70.53%	27.36%	0.526
davlan-xlmr+cpu-int8	HF	9/41	74.55%	18.67%	0.287
gliner2-hivetrace-uni-ru	GLINER2	19/41	76.05%	21.59%	0.281
detect-secrets	LEAKS	4/41	83.01%	16.74%	0.366
deepsecrets	LEAKS	4/41	83.12%	15.49%	0.325
spacy-alrosait	SPACY	39/41	83.15%	14.35%	0.238
gliner-pii-edge+cpu-int8	GLINER	9/41	88.38%	9.58%	0.149
trufflehog	LEAKS	3/41	91.37%	7.89%	0.202
noseyparker	LEAKS	3/41	91.67%	7.59%	0.320
titus	LEAKS	2/41	94.73%	4.45%	0.352
kingfisher	LEAKS	2/41	96.78%	2.92%	0.365
gliner-pii-base+cpu-int8	GLINER	9/41	99.38%	0.61%	0.011
gitleaks	LEAKS	9/41	99.41%	0.51%	0.132
betterleaks	LEAKS	8/41	99.46%	0.44%	0.117
gliner-multi-v21+cpu-int8	GLINER	9/41	100.00%	0.00%	0.000
gliner-nvidia+cpu-int8	GLINER	8/41	100.00%	0.00%	0.000
gliner-urchade+cpu-int8	GLINER	9/41	100.00%	0.00%	0.000
gliner-multi-v21-ru+cpu-int8	GLINER	4/41	100.00%	0.00%	0.000
gliner-nvidia-ru+cpu-int8	GLINER	4/41	100.00%	0.00%	0.000
gliner-urchade-ru+cpu-int8	GLINER	4/41	100.00%	0.00%	0.000

These measurements describe one frozen protocol. They are not a production-safety certification or a universal model ranking.