IrishCore-GlobalPointer-ContextPII-4L-122M-v1-rc1

IrishCore-GlobalPointer-ContextPII-4L-122M-v1-rc1 is the fast CPU-first contextual PII masking line for Irish public-sector, HSE, and citizen-support flows.

It is a 4-layer distilled student of temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc23.

Positioning

Use this release if you want the same raw-only serving shape as the main ContextPII line, but with materially higher q8 CPU throughput.

• raw-only
• scanner-free
• validator-free
• single-pass GlobalPointer span extraction
• deterministic [PII:LABEL] replacement

Context labels:

• STREET_ADDRESS
• CITY
• COUNTY
• DATE_OF_BIRTH
• AGE

Core labels retained:

• PPSN
• POSTCODE
• PHONE_NUMBER
• EMAIL
• PASSPORT_NUMBER
• ACCOUNT_NUMBER
• BANK_ROUTING_NUMBER
• SWIFT_BIC
• CREDIT_DEBIT_CARD
• FIRST_NAME
• LAST_NAME

Benchmarks

ONNX q8

Suite	F1	Examples/s
Irish core	1.0000	337.2719
Gov contact policy v1	1.0000	253.6561
Gov chatbot red-team v2	0.9861	210.0609
Gov chatbot gap holdout v2	1.0000	202.1887
Context holdout v16 exact	1.0000	163.8162
Multilingual PPSN overall	0.9333	381.4458
Multilingual PPSN label-only	1.0000	—
Runtime profile source	0.8471	160.0359

Comparison vs main ContextPII

Model	Irish core q8 F1	Gov chatbot red-team v2 q8 F1	Gov chatbot gap holdout v2 q8 F1	Q8 core examples/s
ContextPII 4L 122M rc1 q8	1.0000	0.9861	1.0000	337.2719
ContextPII rc23 q8	1.0000	0.9861	1.0000	237.6358

Notes

• Student size: 122,133,248 parameters
• Teacher release: temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc23
• Distillation data: contextual-only pseudo-label bank plus the Irish-first supervised mix
• The bundled decoder includes guarded recovery for bank routing numbers, Gaelic passport cues, and card values

Usage

python3 inference_mask_onnx.py --model temsa/IrishCore-GlobalPointer-ContextPII-4L-122M-v1-rc1 --text "Le haghaidh an iarratais, úsáid uimhir an phais NN5123456, UPSP 8085772TW, teileafón 087 123 4567, ríomhphost orla.ryan@citizen.ie, agus Eircode D02 XY45."

Portfolio Comparison

Updated: 2026-03-16.

Use this section for the fastest public comparison across the temsa PII masking portfolio.

• The first core table only includes public checkpoints that ship both comparable q8 accuracy and q8 CPU throughput.
• The first PPSN table only includes public artifacts that ship comparable PPSN accuracy and CPU throughput.
• Missing cells in the archive tables mean the older release did not ship that metric in its public bundle.
• DiffMask rows use the reconciled clean_single_pass harness that matches the deployed runtime.
• GlobalPointer rows use the public raw-only span-matrix release bundle and its packaged q8 ONNX artifact.
• The same content is shipped as PORTFOLIO_COMPARISON.md inside each public model repo.

Irish Core PII: Comparable Public Checkpoints

Repo	Stack	Full Core F1	Q8 Core F1	Q8 Multilingual PPSN F1	Q8 Core ex/s
temsa/IrishCore-GlobalPointer-ContextPII-4L-122M-v1-rc6	4-layer GlobalPointer distilled fast student	1.0000	1.0000	0.9333	282.9
temsa/IrishCore-GlobalPointer-ContextPII-4L-122M-v1-rc5	4-layer GlobalPointer distilled fast student	1.0000	1.0000	0.9333	282.9
temsa/IrishCore-GlobalPointer-ContextPII-4L-122M-v1-rc3	4-layer GlobalPointer distilled fast student	1.0000	1.0000	0.9333	317.9
temsa/IrishCore-GlobalPointer-ContextPII-4L-122M-v1-rc2	4-layer GlobalPointer distilled fast student	1.0000	1.0000	0.9333	292.5
temsa/IrishCore-GlobalPointer-ContextPII-4L-122M-v1-rc1	4-layer GlobalPointer distilled fast student	1.0000	1.0000	0.9333	337.3
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc29	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	232.7
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc28	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	232.7
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc25	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	212.1
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc24	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	278.9
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc23	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	237.6
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc22	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	106.8
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc21	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	150.8
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc20	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	181.9
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc19	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	73.1
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc18	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	126.2
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc17	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	125.5
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc16	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	125.5
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc15	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	125.5
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc14	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	119.2
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc13	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	126.1
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc12	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	73.6
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc11	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	94.1
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc10	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	125.8
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc9	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	119.8
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc8	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	128.9
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc7	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	89.0
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc6	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	89.0
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc5	GlobalPointer raw-only + context labels	1.0000	1.0000	0.9333	84.5
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc4	GlobalPointer raw-only + context labels	0.9935	0.9935	0.9333	61.5
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc3	GlobalPointer raw-only + context labels	0.9935	0.9935	0.9333	61.5
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc2	GlobalPointer raw-only + context labels	0.9935	0.9935	0.9222	61.5
temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc1	GlobalPointer raw-only + context labels	0.9935	0.9935	0.9222	61.5
temsa/IrishCore-GlobalPointer-135M-v1-rc4	GlobalPointer raw-only span-matrix	1.0000	1.0000	0.9333	221.6
temsa/IrishCore-GlobalPointer-135M-v1-rc3	GlobalPointer raw-only span-matrix	1.0000	1.0000	0.9213	204.9
temsa/IrishCore-GlobalPointer-135M-v1-rc2	GlobalPointer raw-only span-matrix	0.9934	0.9934	0.9326	231.2
temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc8	Raw-only token-span	0.9737	0.9737	0.9176	46.1
temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc7	Hybrid classifier + generated scanner spec	1.0000	0.9934	1.0000	30.0
temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc6	Hybrid classifier + repair decoders	1.0000	0.9934	1.0000	29.5
temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc5	Hybrid classifier + repair decoders	0.9737	0.9669	0.9333	34.4
temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc4	Hybrid classifier + repair decoders	0.9870	0.9740	0.9600	114.2
temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3	Hybrid classifier + repair decoders	0.9806	0.9677	0.9333	44.9
temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2	Hybrid classifier + repair decoders	0.9554	0.9615	0.7887	119.1
temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v1	Hybrid classifier baseline	0.9530	0.9333	0.9882	103.3
temsa/IrishCore-DiffMask-135M-v1-rc6	DiffMask token-span, scanner-free	0.9801	0.9733	0.9274	130.3
temsa/IrishCore-DiffMask-135M-v1-rc5	DiffMask token-span, scanner-free	0.9733	0.9733	0.9379	249.2
temsa/IrishCore-DiffMask-135M-v1-rc4	DiffMask token-span, scanner-free	0.9733	0.9733	0.9371	29.5
temsa/IrishCore-DiffMask-135M-v1-rc3	DiffMask token-span, scanner-free	0.9664	0.9664	0.9591	30.0
temsa/IrishCore-DiffMask-135M-v1-rc2	DiffMask token-span, scanner-free	0.9664	0.9664	0.9212	247.1
temsa/IrishCore-DiffMask-135M-v1-rc1	DiffMask token-span, scanner-free	0.9801	0.9934	0.9412	251.2

Irish Core PII: Other Public Checkpoints

Repo	Stack	Full Core F1	Q8 Core F1	Q8 Multilingual PPSN F1	Notes
temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc1	Hybrid classifier prototype	0.9487	—	—	Predates the public q8 artifact.

Finance-boundary q8 F1 is 1.0000 for OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc6, OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc7, OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc8, and all public IrishCore-DiffMask releases from rc1 to rc6. OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc5 ships 0.8750 on that public q8 suite.

PPSN-Only: Comparable Public Artifacts

Repo	Artifact	Irish Large F1	Multilingual PPSN F1	User Raw F1	QA v8 F1	CPU ex/s
temsa/OpenMed-mLiteClinical-IrishPPSN-135M-v1	fp32 canonical checkpoint	0.8979	0.9704	0.8000	0.7385	57.4
temsa/OpenMed-mLiteClinical-IrishPPSN-135M-v1-fp16	fp16 CPU/GPU artifact	—	0.9704	0.8000	0.7385	45.8
temsa/OpenMed-mLiteClinical-IrishPPSN-135M-v1-q8	dynamic int8 CPU artifact	—	0.9040	—	—	132.1

PPSN-Only: Historical Public Checkpoints

Repo	Main Published Metrics	Notes
temsa/OpenMed-PPSN-mLiteClinical-v1	same as canonical fp32 repo: multilingual 0.9704, user raw 0.8000	Legacy alias; prefer temsa/OpenMed-mLiteClinical-IrishPPSN-135M-v1.
temsa/OpenMed-PPSN-v6-raw-rc2	irish_reg_v5 0.8750; user_raw 0.8000; qa_v8 0.7385	Raw PPSN-only research checkpoint; no packaged multilingual CPU benchmark row.
temsa/OpenMed-PPSN-v5_1	irish_large_v2 raw 0.9285; qa_v6 hybrid strict 1.0000	Hybrid PPSN-only checkpoint; predates the canonical multilingual suite packaging.
temsa/OpenMed-PPSN-v5	irish_reg_v5 raw 0.8235; irish_reg_v5 hybrid strict 1.0000	Hybrid PPSN-only checkpoint; predates the canonical multilingual suite packaging.
temsa/OpenMed-PPSN-v4	synthetic non-PPSN drift check only	Predates the current PPSN eval suite; no packaged apples-to-apples multilingual CPU row.

If you need the strongest current raw-only Irish core model, start with IrishCore-GlobalPointer-135M-v1-rc4. If you need the fastest CPU-first raw-only line, compare it against IrishCore-DiffMask-135M-v1-rc6. If you need a PPSN-only artifact, compare the canonical fp32, fp16, and q8 variants of OpenMed-mLiteClinical-IrishPPSN-135M-v1 directly in the table above.