Results updated 19 Sep 2026

Compare detectors

Compare on the same datasets, with the same denominator.

Dataset slice

Choose up to four detectors

Comparison uses only datasets available to every selected detector. The current selection is shareable from the URL.

41 shared datasets · 227,466 normalized gold annotations · Known training-source overlaps excluded
GLINER2

gliner2-fastino

79.86%fully hidden
Detected86.81%
Extra masking5.88%
Character F10.763
CPU s / 10k chars14.93
Untouched13.19%
Gold annotations227,466
PPLX

pplx

74.92%fully hidden
Detected79.05%
Extra masking11.42%
Character F10.716
CPU s / 10k chars9.94
Untouched20.95%
Gold annotations227,466

Coverage vs extra masking

Same shared dataset intersection

0%25%50%75%100%0%5%10%15%20%gliner2-fastinopplx

Characters masked in unannotated rows →

Coverage vs CPU speed

Speed uses the fixed hardware workload; quality uses the shared dataset intersection

0%25%50%75%100%05001,0001,5002,000gliner2-fastinopplx

Measured CPU throughput · characters / second →

Full hiding by data type

Same dataset intersection for every column. Each cell retains its own annotation count.

Data typeGold annotationsgliner2-fastinopplx
Passwords, keys & tokens6,870
69.08%
93.45%
Logins & usernames11,382
98.46%
98.87%
Bank accounts & cards5,253
66.90%
76.17%
Documents & identifiers15,034
73.57%
90.67%
People's names65,736
85.75%
81.00%
Phone numbers & email21,981
91.90%
94.90%
Addresses & locations39,602
78.17%
55.49%
Dates & times5,502
67.99%
96.26%
Organizations19,274
78.60%
5.09%
Network identifiers25,631
70.15%
94.02%
Customer & employee IDs7,994
64.66%
86.87%
Other sensitive attributes3,207
48.39%
53.29%
PII Arena · Frozen 09 Sep 2026Publication v1.0.3 · MIT licensed