temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v1

Full transformers checkpoint derived from OpenMed/OpenMed-PII-mLiteClinical-Base-135M-v1 and tuned for Irish core PII:

• PPSN
• account_number
• bank_routing_number
• credit_debit_card
• PASSPORT_NUMBER
• postcode
• phone_number
• email
• first_name
• last_name
• swift_bic

The main focus is English + Irish Gaelic (ga) handling for Irish administrative, citizen-support, and HSE-style text.

Included Artifacts

• Full transformers model files in the repo root
• Dynamic int8 ONNX export in onnx/model_quantized.onnx
• inference_mask.py for the full model
• inference_mask_onnx.py for the ONNX int8 artifact
• clean benchmark summaries in eval/

Recommended Inference

Highest accuracy:

python3 inference_mask.py \
  --text "My PPSN is 1234567TW and call me on 087 123 4567." \
  --json

Fast CPU path:

python3 inference_mask_onnx.py \
  --text "My PPSN is 1234567TW and call me on 087 123 4567." \
  --json

Dedicated Eircode example:

python3 inference_mask.py \
  --text "My Eircode is D02 X285." \
  --json

Benchmarks

Reference comparison on the manual Irish core suite and PPSN regression suites:

Label	Base OpenMed	Previous Public Model	This Release	ONNX Q8
PPSN	0.0000	0.0800	0.8000	0.7273
account_number	0.3333	0.3333	1.0000	1.0000
bank_routing_number	0.0000	0.0000	1.0000	1.0000
credit_debit_card	0.1538	0.1818	1.0000	0.3333
PASSPORT_NUMBER	0.0000	0.0000	1.0000	1.0000
postcode	0.0000	0.0000	1.0000	1.0000
phone_number	0.0000	0.0000	0.8571	0.8571
email	0.7059	1.0000	1.0000	1.0000
first_name	0.8947	0.8947	1.0000	1.0000
last_name	0.8889	0.8889	1.0000	1.0000
swift_bic	0.0000	0.0000	1.0000	1.0000

Edge and multilingual PPSN checks:

Suite	Base OpenMed	Previous Public Model	This Release	ONNX Q8
edge_ppsn	0.0000	0.4211	0.5000	0.4000
edge_phone_number	0.1429	0.1429	0.6316	0.5000
multilingual_ppsn	0.0000	0.9704	0.9940	0.9882

Multilingual PPSN throughput on CPU (eval/multilingual_ppsn_v1_all.jsonl):

• Base OpenMed: 42.30 examples/s
• Previous public PPSN model: 42.63 examples/s
• This release: 41.18 examples/s
• ONNX Q8: 81.99 examples/s

Practical Reading Of The Benchmarks

• This release is materially better than the previous public PPSN-only model on Irish phones, Eircodes, account details, passport numbers, and names.
• The bundled ONNX int8 export is useful for CPU speed, but it is not accuracy-identical to the full checkpoint.
• The largest ONNX drops are on credit_debit_card and some PPSN edge cases. Use the full model when those matter.

License And Attribution

• Model weights in this repo are distributed under Apache-2.0.
• Base model: OpenMed/OpenMed-PII-mLiteClinical-Base-135M-v1
• Training data included synthetic Irish data plus attributed upstream data from:
  • joelniklaus/mapa (cc-by-4.0)
  • gretelai/synthetic_pii_finance_multilingual (apache-2.0)
• See NOTICE for attribution details.

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.