IrishCore-GlobalPointer-ContextPII-4L-122M-v1-rc2
IrishCore-GlobalPointer-ContextPII-4L-122M-v1-rc2 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_ADDRESSCITYCOUNTYDATE_OF_BIRTHAGE
Core labels retained:
PPSNPOSTCODEPHONE_NUMBEREMAILPASSPORT_NUMBERACCOUNT_NUMBERBANK_ROUTING_NUMBERSWIFT_BICCREDIT_DEBIT_CARDFIRST_NAMELAST_NAME
Benchmarks
ONNX q8
| Suite | F1 | Examples/s |
|---|---|---|
| Irish core | 1.0000 | 292.4905 |
| Gov contact policy v1 | 1.0000 | 245.0328 |
| Gov chatbot red-team v2 | 0.9861 | 174.2947 |
| Gov chatbot gap holdout v2 | 1.0000 | 163.6316 |
| Context holdout v16 exact | 1.0000 | 146.0874 |
| Context holdout v17 exact | 1.0000 | 167.4244 |
| Multilingual PPSN overall | 0.9333 | 311.9595 |
| 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 rc2 q8 | 1.0000 | 0.9861 | 1.0000 | 292.4905 |
| ContextPII rc24 q8 | 1.0000 | 0.9861 | 1.0000 | 278.8857 |
Notes
- This release keeps the rc1 4-layer distilled student weights and ONNX graph but bundles the updated contextual address decoder path.
- The shared decoder now recovers compound unit/building/street spans more reliably, including Irish prefix-style streets such as
Sráid ...andBóthar .... - On the fresh contextual holdout v17, q8 now reaches 1.0000 F1 and 1.0000 exact F1 while keeping the same Irish-first gates as rc1.
- This remains the fast CPU-first student line: single-pass GlobalPointer span extraction plus deterministic [PII:LABEL] replacement.
Additional q8 release checks shipped in this repo:
eval/q8_globalpointer_context_holdout_v16_exact.json: fresh unseen contextual holdout v16, now1.0000eval/q8_globalpointer_context_holdout_v17.json: fresh unseen contextual holdout v17, now1.0000eval/q8_globalpointer_context_holdout_v17_exact.json: strict exact-boundary version ofv17, now1.0000
Usage
python3 inference_mask_onnx.py --model temsa/IrishCore-GlobalPointer-ContextPII-4L-122M-v1-rc2 --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_passharness 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.mdinside 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.
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