| { |
| "release": "IrishCore-GlobalPointer-135M-v1-rc3", |
| "base_model": "OpenMed/OpenMed-PII-mLiteClinical-Base-135M-v1", |
| "public_references": { |
| "closest_raw_only_release": "temsa/IrishCore-DiffMask-135M-v1-rc6", |
| "closest_openmed_release": "temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc8" |
| }, |
| "task": "Irish core PII detection and masking in English and Irish Gaelic", |
| "coverage": [ |
| "ACCOUNT_NUMBER", |
| "BANK_ROUTING_NUMBER", |
| "CREDIT_DEBIT_CARD", |
| "EMAIL", |
| "FIRST_NAME", |
| "LAST_NAME", |
| "PASSPORT_NUMBER", |
| "PHONE_NUMBER", |
| "POSTCODE", |
| "PPSN", |
| "SWIFT_BIC" |
| ], |
| "architecture": { |
| "family": "DistilBERT-size GlobalPointer span extractor", |
| "raw_only": true, |
| "scanner_free": true, |
| "validator_free": true, |
| "head": "typed span matrix", |
| "uses_rope": true |
| }, |
| "training_data": { |
| "published": [ |
| "temsa/OpenMed-Irish-CorePII-TrainMix-v1", |
| "temsa/OpenMed-Irish-PPSN-Eircode-Spec-v1", |
| "joelniklaus/mapa", |
| "gretelai/synthetic_pii_finance_multilingual" |
| ], |
| "local_selection_mix": "irish_core_globalpointer_focus_chatbot_v3", |
| "selection_note": "The published checkpoint was selected after comparing span-head variants against Irish core, UAT replay, hardening, and fresh holdout suites." |
| }, |
| "training_recipe": { |
| "init_mode": "full_global_pointer", |
| "initialized_encoder_from": "local DiffMask rc6 family checkpoint", |
| "freeze_layers": 2, |
| "max_length": 128, |
| "span_positive_weight": 8.0, |
| "head_size": 64, |
| "use_rope": true, |
| "negative_ratio": 16, |
| "min_negatives": 256, |
| "loss": "positive-weighted BCE over upper-triangular spans with hard-negative mining" |
| }, |
| "references": [ |
| { |
| "title": "DistilBERT", |
| "url": "https://arxiv.org/abs/1910.01108" |
| }, |
| { |
| "title": "Global Pointer: Novel Efficient Span-based Approach for Named Entity Recognition", |
| "url": "https://arxiv.org/abs/2208.03054" |
| }, |
| { |
| "title": "RoFormer: Enhanced Transformer with Rotary Position Embedding", |
| "url": "https://arxiv.org/abs/2104.09864" |
| } |
| ] |
| } |
|
|
