Hugging Face's logo

temsa
/
OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc7

Token Classification
Transformers
ONNX
Safetensors
English
Irish
distilbert
pii
de-identification
ireland
irish
gaelic
ppsn
eircode
passport
phone-number
iban
int8
Model card Files
xet
 Community

OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc7

Token-classification release for Irish core PII in English and Irish Gaelic.

Included Variants

  • Full transformers checkpoint in the repo root
  • Unquantized ONNX export in onnx/model.onnx
  • Dynamic q8 ONNX artifact in onnx/model_quantized.onnx
  • inference_mask.py for the full checkpoint
  • inference_mask_onnx.py for the ONNX q8 artifact
  • benchmark files in eval/

Coverage

  • PPSN
  • ACCOUNT_NUMBER
  • BANK_ROUTING_NUMBER
  • CREDIT_DEBIT_CARD
  • PASSPORT_NUMBER
  • POSTCODE
  • PHONE_NUMBER
  • EMAIL
  • FIRST_NAME
  • LAST_NAME
  • SWIFT_BIC

What Changed From rc6

rc7 keeps the same checkpoint weights and the same bundled ONNX q8 artifact as temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc6.

The change is the scanner implementation:

  • candidate extraction is now defined in a human-readable spec: scanner_spec.yaml
  • generated runtime data lives in irish_core_generated_scanner_spec.py
  • regeneration is explicit: python generate_scanner_spec.py
  • semantic validation remains procedural in ppsn.py, eircode.py, and irish_core_decoder.py
  • release Python files no longer depend on the third-party regex package
  • the scanner layer no longer uses regex-based candidate extraction on untrusted text
  • PPSN candidate extraction no longer consumes a following word-initial letter after whitespace, so cases like 1234567T a ... stay bounded to 1234567T

This is not a pure PEG grammar because some labels need semantic checks after lexical scanning:

  • PPSN: checksum and suffix plausibility
  • ACCOUNT_NUMBER: Irish IBAN structure and mod-97
  • CREDIT_DEBIT_CARD: Luhn and grouped-card plausibility
  • POSTCODE: Eircode routing-key and unique-identifier validation

So the public contract is:

  1. human-readable lexical scan spec in scanner_spec.yaml
  2. generated scanner configuration in irish_core_generated_scanner_spec.py
  3. deterministic semantic validators in code

How To Use It

If you want the published rc7 behavior, use the bundled inference stack. A plain transformers token-classification pipeline will not reproduce the release behavior on numeric/boundary-heavy labels.

Full checkpoint:

uv run python inference_mask.py \
  --model temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc7 \
  --ppsn-min-score 0.55 \
  --other-min-score 0.50 \
  --text "Please provide your passport: NN5123456 and call me on 0851234567." \
  --json

Dynamic q8 ONNX:

uv run python inference_mask_onnx.py \
  --model temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc7 \
  --onnx-file onnx/model_quantized.onnx \
  --ppsn-min-score 0.55 \
  --other-min-score 0.50 \
  --text "My IBAN is IE29 AIBK 9311 5212 345678 and my PPSN is 1234567T." \
  --json

Key Benchmarks

Benchmarked with the spec-driven scanner stack shipped in this repo.

Full Checkpoint

Suite F1
Irish core manual 1.0000
Phone / passport / finance 1.0000
Finance boundary repair 1.0000
QA Gaelic weak-context PPSN 1.0000

ONNX q8

Suite F1
Irish core manual 0.9934
Phone / passport / finance 1.0000
Finance boundary repair 1.0000
QA Gaelic weak-context PPSN 1.0000

Irish Core Label Breakdown

Label Full ONNX q8
PPSN 1.0000 1.0000
PHONE_NUMBER 1.0000 1.0000
POSTCODE 1.0000 0.8571
PASSPORT_NUMBER 1.0000 1.0000
ACCOUNT_NUMBER 1.0000 1.0000
BANK_ROUTING_NUMBER 1.0000 1.0000
EMAIL 1.0000 1.0000
FIRST_NAME 1.0000 1.0000
LAST_NAME 1.0000 1.0000

Dynamic q8 Artifact

Artifact paths:

  • unquantized: onnx/model.onnx
  • quantized: onnx/model_quantized.onnx

Quantization recipe used in this repo:

  • ONNX pre-processing before quantization
  • ONNX Runtime dynamic int8
  • qint8
  • per_channel=true
  • op_types=MatMul,Gemm,Attention

Limits

  • POSTCODE remains the main q8 gap on the manual Irish core suite.
  • The release contract includes the bundled decoder; raw pipeline(...) output is not the release behavior.
  • The scanner spec covers lexical extraction; semantic validators remain in code by design.

License And Attribution

  • Release license: Apache-2.0
  • Base model: OpenMed/OpenMed-PII-mLiteClinical-Base-135M-v1
  • See NOTICE and training_sources.json for attribution and release 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-rc4 4-layer GlobalPointer distilled fast student 1.0000 1.0000 0.9333 299.0
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-rc27 GlobalPointer raw-only + context labels 1.0000 1.0000 0.9333 270.0
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
435
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

Model tree for temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc7

Base model

distilbert/distilbert-base-multilingual-cased
Finetuned
OpenMed/OpenMed-PII-mLiteClinical-Base-135M-v1
Quantized
(20)
this model

Datasets used to train temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc7