temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc21

IrishCore-GlobalPointer-ContextPII-135M-v1-rc21

IrishCore-GlobalPointer-ContextPII-135M-v1-rc21 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 and the same weights as temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc20, but ships a stronger bundled decoder for multiline contextual Irish/English address, location, name, and date-of-birth recovery while preserving the fast q8 CPU deployment path.

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

rc21 is a decoder/runtime hardening release over rc20.

• —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 rc21:

• —contextual name extraction now stops at line breaks once a field value has started, so multiline forms do not leak into the next line
• —multiline Address line 1 values such as Árasán 4, Teach an Ché are recovered as STREET_ADDRESS even when the first line has no street suffix yet
• —DATE_OF_BIRTH repair now separates true DOB cues from appointment dates while still recovering date-before-cue phrasing like 03/02/1991 mo dháta breithe
• —COUNTY repair now rejects office-style false positives such as County Hall while preserving real county forms
• —fresh unseen contextual holdouts v12, v13, v14, and v15 all score 1.0000 exact F1 on the q8 deployment path

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_v11_exact.json: legacy exact-boundary contextual regression suite, now 1.0000
• —eval/q8_globalpointer_context_holdout_v12_exact.json: fresh unseen holdout for prefixed Irish/English address recovery, now 1.0000
• —eval/q8_globalpointer_context_holdout_v13_exact.json: fresh unseen holdout for house-name and city/county field recovery, now 1.0000
• —eval/q8_globalpointer_context_holdout_v14_exact.json: fresh unseen holdout for Gaelic surname-particle names, apostrophe surnames after self-cues, and mixed structured/contextual packets, now 1.0000
• —eval/q8_globalpointer_context_holdout_v15_exact.json: fresh unseen holdout for multiline form fields, line-1 prefix addresses, date-before-cue DOBs, appointment-vs-DOB disambiguation, and code-switched address turns, now 1.0000
• —eval/q8_irish_gov_chatbot_gap_holdout_v2.json: legacy chatbot gap suite, now 1.0000

Known tradeoff:

• —eval/q8_irish_gov_chatbot_redteam_v2.json remains 0.9861 because this broader contextual release masks public-office street/city details in assistant text, while that older suite only labels postcode and phone there.

Usage

python3 inference_mask_onnx.py --model temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc21 --text "My name is Maeve O'Sullivan, my PPSN is 1234567T, and my address is Árasán 4, Cedar Court, mBaile Átha Cliath, D08 XY12."

<!-- 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 -->