temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc12

IrishCore-GlobalPointer-ContextPII-135M-v1-rc12

IrishCore-GlobalPointer-ContextPII-135M-v1-rc12 is the current expanded-label raw-only PII masking release for Irish public-sector, HSE, and citizen-support flows.

It keeps the same DistilBERT-size GlobalPointer span extractor family as temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc11, but ships a stronger bundled decoder for address cues without explicit Address: labels, hyphenated DOB formats, first-person bare age statements, role-cued lowercase names, and surname-field extraction.

Context labels served by this line:

• —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

Positioning

rc12 is a decoder-hardening release over rc11.

• —weights unchanged
• —ONNX graph unchanged
• —no external scanner or validator added
• —deployment path still single-pass span extraction plus deterministic [PII:LABEL] replacement

What changed in rc12:

• —the decoder now recovers street addresses from cue variants such as I live at ... and Is é mo sheoladh ...
• —the decoder now accepts hyphenated DOB formats such as 03-04-1991 and 3-4-1991
• —the decoder now masks first-person bare age statements such as I am 43 and Tá mé 43
• —the decoder now recovers lowercase names from role cues such as Applicant: and An t-iarratasóir,
• —the decoder now recovers surname-field values such as Surname: O'Sullivan and Ainm teaghlaigh: Ní Mháille
• —the new globalpointer_context_redteam_v6 suite is 1.0000 on both full and q8 paths
• —weights unchanged
• —ONNX graph unchanged

If you only need the narrower Irish-core structured label set and want maximum CPU throughput, temsa/IrishCore-GlobalPointer-135M-v1-rc4 remains the faster option.

Benchmarks

ONNX q8

Comparison

Evaluation Notes

Additional q8 release checks shipped in this repo:

• —eval/q8_globalpointer_context_redteam_v6.json: contextual regression suite for address cue variants, hyphenated DOBs, first-person bare age statements, role-cued lowercase names, and surname fields, 1.0000 F1 in rc12
• —eval/q8_globalpointer_context_redteam_v5.json: contextual regression suite for slash-separated phones and 1-digit dotted/slashed DOB formats, 1.0000 F1 in rc11
• —eval/q8_globalpointer_context_redteam_v4.json: contextual regression suite for lowercase self-identification names, city-before-postcode recovery, broader street suffixes, dotted/month-first DOBs, and dotted phone formatting, 1.0000 F1
• —eval/q8_globalpointer_context_redteam_v3.json: contextual regression suite for age phrasing, Gaelic ordinal DOBs, parenthesized landlines, and date-internal city/name overlap cleanup, 1.0000 F1
• —eval/q8_globalpointer_location_coverage_v1.json, v2, v3: Irish location coverage suites, all retained from rc9

Usage

python3 inference_mask_onnx.py --model temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc12 --text "Applicant: aoife murphy, Date of birth: 03-04-1991, I live at 12 Wolfe Tone Quay, Limerick, V94 A1B2, and I am 43."

<!-- portfolio-comparison:start -->

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

Irish Core PII: Other Public Checkpoints

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

PPSN-Only: Historical Public Checkpoints

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. <!-- portfolio-comparison:end -->