Results updated 19 Sep 2026

Compare detectors

Compare on the same datasets, with the same denominator.

ScopeAll languagesPII + secrets41 datasets227,466 normalized annotationsPooled annotations2026-09-19
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
Detected / any overlap86.81%
Extra masking5.88%
Character F10.763
CPU s / 10k chars14.93
Untouched13.19%
Gold annotations227,466
PPLX

pplx

74.92%fully hidden
Detected / any overlap79.05%
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 saved reference measurements with detector-specific workloads; quality uses the shared dataset intersection

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

Saved reference CPU throughput · workloads differ · 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