Swisscoding-Technologies/pii-IT-name-filter-149M

Swisscoding Name Filter

Swisscoding Name Filter is a family of ModernBERT-base token classifiers for detecting personal names in English, German, French, and Italian.

Benchmarks

Scores are percentages.

Model	Precision	Recall	F1
MultiGraSCCo - German
pii-DE-name-filter-149M	97.20	99.10	98.14
pii-name-filter-149M	96.92	99.40	98.14
OpenMed/OpenMed-PII-German-SuperClinical-Large-434M-v1	98.07*	56.36*	71.58*
OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1	93.13*	75.35*	83.31*
openai/privacy-filter	68.35*	66.03*	67.17*
MultiGraSCCo - French
pii-FR-name-filter-149M	99.35	97.68	98.51
pii-name-filter-149M	97.43	97.04	97.24
OpenMed/OpenMed-PII-French-SuperClinical-Large-434M-v1	97.21*	44.59*	61.13*
OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1	93.30*	85.91*	89.45*
openai/privacy-filter	78.87*	67.37*	72.67*
MultiGraSCCo - Italian
pii-IT-name-filter-149M	96.90	99.59	98.23
pii-name-filter-149M	98.31	99.59	98.95
OpenMed/OpenMed-PII-Italian-SuperClinical-Large-434M-v1	95.22*	35.14*	51.34*
OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1	91.65*	86.43*	88.97*
openai/privacy-filter	81.16*	68.55*	74.32*
MultiGraSCCo - English
pii-EN-name-filter-149M	100.00	99.72	99.86
pii-name-filter-149M	100.00	99.16	99.58
OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1	98.39*	94.82*	96.57*
openai/privacy-filter	97.73*	90.15*	93.79*
MultiGraSCCo - Multilingual (German, French, Italian, English)
pii-name-filter-149M	97.92	98.76	98.34
OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1	93.85*	84.36*	88.85*
openai/privacy-filter	79.47*	71.19*	75.10*
Nemotron PII
pii-EN-name-filter-149M	94.56	99.70	97.06
pii-name-filter-149M	93.94	99.58	96.68
OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1 first_name	99.48	99.51	99.50
OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1 last_name	99.42	99.29	99.35
nvidia/gliner-PII	-	-	87.00

*MultiGraSCCo OpenMed and Privacy Filter scores were evaluated by us and are not official results released by their organizations.

Model	A100 throughput
Speed
pii-EN-name-filter-149M	39.00 examples/sec
OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1	22.13 examples/sec
openai/privacy-filter	0.29 examples/sec (3.42 sec/example)
nvidia/gliner-PII	not measured

A100 benchmark over 1,000 Nemotron examples.

Quick Use

from transformers import pipeline

model_id = "swisscoding/pii-IT-name-filter-149M"

name_detector = pipeline(
    "token-classification",
    model=model_id,
    aggregation_strategy="simple",
)

text = "La paziente Alice Rossi e stata inviata dal Dr Marco Weber per un controllo."
print(name_detector(text))