You can deploy this model and start earning money today!

temsa/
OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3

Name: OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3
Availability: InStock

Views

No views yet

temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3

Third QA release candidate for Irish core PII detection with OpenMed mLiteClinical.

This repository should be evaluated against:

current public release: temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v1
previous RC: temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2
this repository: temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3

This RC is the first version in the IrishCorePII line that is stronger than temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2 across the main suites used in this workspace for release gating:

Irish core multilabel suite
Irish PPSN and phone edge suite
exact numeric QA suite
exact gap-feedback QA suite
user PPSN regression suite
multilingual PPSN suite
strict exact-span boundary suite

This repository also includes a stronger bundled ONNX q8 artifact for CPU inference in onnx/model_quantized.onnx.

Included Variants

Variant	Artifact	Backend	Recommended Thresholds	Intended Use
Full checkpoint	repo root	`transformers`	`ppsn=0.55`, `other=0.40`	highest-fidelity evaluation and deployment
Quantized checkpoint	`onnx/model_quantized.onnx`	ONNX Runtime dynamic int8	`ppsn=0.60`, `other=0.45`	CPU-oriented deployment

Coverage

PPSN
account_number
bank_routing_number
credit_debit_card
PASSPORT_NUMBER
postcode
phone_number
email
first_name
last_name
swift_bic

Recommended Inference

Full checkpoint:

python3 inference_mask.py   --model temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3   --ppsn-min-score 0.55   --other-min-score 0.40   --text "My sort code is 90-00-17 for AIB."   --json

Fast CPU path with the bundled ONNX q8 artifact:

python3 inference_mask_onnx.py   --model temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3   --ppsn-min-score 0.60   --other-min-score 0.45   --text "Please provide your passport: NN5123456."   --json

What Improved Versus `temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2`

Full checkpoint:

core suite F1: 0.9554 -> 0.9806
edge suite F1: 0.9500 -> 1.0000
exact numeric QA F1: 0.8966 -> 0.9333
exact gap-feedback QA F1: 0.8696 -> 0.9167
user PPSN regression F1: 0.8571 -> 1.0000
multilingual PPSN F1: 0.8038 -> 0.9333

Bundled ONNX q8:

core suite F1: 0.9677 -> 0.9677
edge suite F1: 0.9500 -> 1.0000
exact numeric QA F1: 0.8667 -> 0.9333
exact gap-feedback QA F1: 0.8696 -> 0.9167
user PPSN regression F1: 0.8571 -> 1.0000
multilingual PPSN F1: 0.8077 -> 0.9333

Quality Snapshot

Key label changes on the Irish core suite for the full checkpoint:

PASSPORT_NUMBER: 0.8000 -> 1.0000
POSTCODE: 0.7500 -> 1.0000
PPSN: 0.8571 -> 0.9231
PHONE_NUMBER on the numeric QA suite: 0.7500 -> 0.8889

Benchmark Tables

Broader CPU benchmarks:

Variant	User PPSN	Core	Edge	Multilingual PPSN	Strict Remaining IoU=1.0
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2` full	0.8571	0.9554	0.9500	0.8038	0.4000
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3` full	1.0000	0.9806	1.0000	0.9333	0.4444
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2` ONNX q8	0.8571	0.9677	0.9500	0.8077	0.6000
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3` ONNX q8	1.0000	0.9677	1.0000	0.9333	0.6667

Exact QA suites:

Variant	Numeric v2	Passport	Routing	Phone	Gap	Passport	Routing	Phone
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2` full	0.8966	0.9091	1.0000	0.7500	0.8696	0.8889	1.0000	0.6667
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3` full	0.9333	0.9091	1.0000	0.8889	0.9167	0.8889	1.0000	0.8571
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2` ONNX q8	0.8667	0.8333	1.0000	0.7500	0.8696	0.8889	1.0000	0.6667
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3` ONNX q8	0.9333	0.9091	1.0000	0.8889	0.9167	0.8889	1.0000	0.8571

CPU throughput:

Variant	Core ex/s	Edge ex/s	Multilingual PPSN ex/s
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2` full	58.3521	63.1592	128.1891
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3` full	64.8768	62.4612	126.4996
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2` ONNX q8	44.9578	45.5786	297.5262
`temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3` ONNX q8	44.9398	41.7212	190.8299

Quantized Artifact

The bundled quantized artifact is:

onnx/model_quantized.onnx

For this release line, the promoted q8 recipe remains the standard dynamic int8 ONNX export with per-channel quantization. Two alternative q8 recipes were tested locally and not promoted because they reduced multilingual PPSN quality.

Known Limits

This is still a raw-model-only release candidate. QA should still test these carefully:

Passport PA 1234567 was used to board the flight.
Usaideadh pas PA 1234567 chun dul ar bord an eitilt.
My PPSN is 1234567T and my sort code is 90-00-17.
the full checkpoint can still trim the final digit in some short English compact-phone contexts such as Call me on 0851234567 tomorrow.
multilingual PPSN quality is stronger than temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2, but still below temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v1 on the multilingual PPSN suite

Included Files

full transformers checkpoint in the repo root
dynamic int8 ONNX artifact in onnx/model_quantized.onnx
inference_mask.py
inference_mask_onnx.py
qa_config.json
training_sources.json
benchmark summaries in eval/

License And Attribution

release license: Apache-2.0
base model: OpenMed/OpenMed-PII-mLiteClinical-Base-135M-v1
upstream attributed data: joelniklaus/mapa, gretelai/synthetic_pii_finance_multilingual
synthetic Irish training and replay data created in this workspace

See NOTICE for attribution 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.

temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3

temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3

Included Variants

Coverage

Recommended Inference

What Improved Versus temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2

Quality Snapshot

Benchmark Tables

Quantized Artifact

Known Limits

Included Files

License And Attribution

Portfolio Comparison

Irish Core PII: Comparable Public Checkpoints

Irish Core PII: Other Public Checkpoints

PPSN-Only: Comparable Public Artifacts

PPSN-Only: Historical Public Checkpoints

temsa/
OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3

What Improved Versus `temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc2`