Hugging Face's logo

temsa
/
IrishCore-GlobalPointer-ContextPII-135M-v1-rc19

Token Classification
ONNX
Safetensors
English
Irish
distilbert
pii-masking
globalpointer
dynamic-quantization
ireland
irish
gaelic
Model card Files
xet
 Community

IrishCore-GlobalPointer-ContextPII-135M-v1-rc19

IrishCore-GlobalPointer-ContextPII-135M-v1-rc19 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-rc18, but ships a stronger bundled decoder for contextual Irish/English address, location, name, date-of-birth, and age recovery while preserving the broader contextual masking behavior from rc18.

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

rc19 is a decoder-hardening release over rc18.

  • 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 rc19:

  • street-address spans now trim trailing sentence punctuation in bundled decoding
  • inline City/Town: and County: cues now recover correctly after prose such as ... and County: Co. Kildare
  • the earlier Town, Co. regression on county-bearing address lines is fixed
  • globalpointer_context_redteam_v11 stays 1.0000 at IoU 0.5 and improves exact-boundary handling versus rc18 while the core/chatbot/contact/multilingual gates remain stable

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

Suite F1 Examples/s
Irish core 1.0000 125.5054
Gov contact policy v1 1.0000 74.3676
Gov chatbot red-team v2 0.9861 74.9871
Context red-team v11 1.0000 103.6901
Context red-team v10 1.0000 106.6828
Context red-team v9 1.0000 146.4724
Multilingual PPSN overall 0.9333 120.6708
Multilingual PPSN label-only 1.0000 —
Multilingual PPSN label-only 1.0000 —

Comparison

Model Core F1 Gov Contact Policy v1 F1 Context Red-team v8 F1 Multilingual F1 Core examples/s
ContextPII rc19 q8 1.0000 1.0000 1.0000 0.9333 73.0602
ContextPII rc18 q8 1.0000 1.0000 1.0000 0.9333 111.3135
ContextPII rc17 q8 1.0000 1.0000 1.0000 0.9333 70.9494

Evaluation Notes

Additional q8 release checks shipped in this repo:

  • eval/q8_globalpointer_context_redteam_v11.json: contextual regression suite for address-line cues, merged unit/building/street spans, and combined City/Town plus County field handling, 1.0000 F1 in rc18
  • eval/q8_globalpointer_context_redteam_v10.json: contextual regression suite for month-first DOBs after cue words, City/Town: field recovery, and apartment/unit plus building-name address recovery, retained at 1.0000 F1 in rc18
  • eval/q8_globalpointer_context_redteam_v9.json: contextual regression suite for long-cue DOB recovery, month-first and comma DOB formats, 2-digit-year DOBs, longer-context age recovery, and address false-positive cleanup, retained at 1.0000 F1 in rc18
  • 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, retained from rc12
  • eval/q8_globalpointer_context_redteam_v5.json: contextual regression suite for slash-separated phones and 1-digit dotted/slashed DOB formats, retained from rc11
  • eval/q8_globalpointer_location_coverage_v1.json, v2, v3: Irish location coverage suites retained from rc9

Usage 

python3 inference_mask_onnx.py --model temsa/IrishCore-GlobalPointer-ContextPII-135M-v1-rc19 --text "My surname is de Búrca, my PPSN is 1234567T, and my address is Árasán 4, Cedar Court, mBaile Átha Cliath, D08 XY12."

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.

Downloads last month
14
Safetensors
Model size
0.1B params
Tensor type
F32
·
Inference Providers NEW
Token Classification
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support