Publish OpenMed-PPSN-v5 for QA testing

LICENSE

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NOTICE

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+OpenMed PPSN Extension
+Copyright 2026 Contributors
+
+This project includes fine-tuned/derived model artifacts from:
+- OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1 (Hugging Face)
+  Declared license: Apache-2.0.
+
+This project uses evaluation/training data sources including:
+- nvidia/Nemotron-PII (Hugging Face dataset)
+  Declared license: CC-BY-4.0.
+
+Attribution and links:
+- OpenMed base model: https://huggingface.co/OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1
+- Nemotron-PII dataset: https://huggingface.co/datasets/nvidia/Nemotron-PII
+
+If you redistribute models or checkpoints produced here, keep this NOTICE,
+retain upstream license notices, and provide dataset attribution where required.

README.md

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+---
+language:
+- en
+- ga
+license: apache-2.0
+library_name: transformers
+tags:
+- pii
+- token-classification
+- healthcare
+- de-identification
+- ireland
+- ppsn
+base_model:
+- OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1
+datasets:
+- nvidia/Nemotron-PII
+- joelniklaus/mapa
+model-index:
+- name: OpenMed-PPSN-v5
+  results:
+  - task:
+      type: token-classification
+      name: PPSN detection (Irish regression set)
+    dataset:
+      name: irish_ppsn_regression_v5
+      type: custom
+    metrics:
+    - type: f1
+      value: 0.8235
+      name: Raw model F1
+    - type: f1
+      value: 1.0000
+      name: Hybrid strict F1
+---
+
+# OpenMed PPSN v5
+
+Token classification model derived from `OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1` with added `B-PPSN` / `I-PPSN` support for Irish PPS Number detection.
+
+## What this release contains
+
+- Full model weights (`model.safetensors`) with original OpenMed labels + PPSN labels.
+- `label_meta.json` with label mapping and provenance.
+- Repro/eval artifacts:
+  - `irish_ppsn_regression_v5.jsonl`
+  - `eval_manual_irish_v5_raw.json`
+  - `eval_hybrid_v5_no_plausible.json`
+  - `ab_non_ppsn_v5_baseline.json`
+
+## Key results
+
+On `irish_ppsn_regression_v5`:
+
+- Raw model-only PPSN performance: `P=0.7778 R=0.8750 F1=0.8235`.
+- Recommended strict hybrid mode (model + checksum + span normalization, no plausible fallback):
+  - `P=1.0000 R=1.0000 F1=1.0000`.
+
+Non-PPSN retention check vs base OpenMed (A/B):
+
+- Real-text behavior agreement F1: `1.0000`.
+- Entity density unchanged in the sampled real-text proxy set.
+
+## Recommended production usage
+
+For best PPSN reliability, run this model with a strict hybrid post-processor:
+
+1. Keep model detections for all labels.
+2. For PPSN specifically, normalize/expand spans to full PPSN candidates.
+3. Validate PPSN with checksum.
+4. Disable broad "plausible" fallback in production (`no-plausible-ppsn`).
+
+This repository includes only the model artifacts; hybrid scripts are in the companion codebase used to train/evaluate this release.
+
+## Limitations
+
+- The Irish regression set is small and targeted; additional domain-specific validation is required before regulated deployment.
+- PPSN detection in noisy OCR/ASR or heavily malformed text may require extra hardening.
+
+## License and attribution
+
+- This derivative release is distributed under Apache-2.0, consistent with the base model license tag.
+- Base model: `OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1`.
+- Training/evaluation used synthetic and augmented data sources, including `nvidia/Nemotron-PII` and `joelniklaus/mapa`.
+- See `NOTICE` for attribution details.
+
+## QA quick check
+
+- Load this model as a standard `AutoModelForTokenClassification` checkpoint.
+- Run against `irish_ppsn_regression_v5.jsonl`.
+- Confirm results in `eval_manual_irish_v5_raw.json` (raw) and `eval_hybrid_v5_no_plausible.json` (strict hybrid).

ab_non_ppsn_v5_baseline.json

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+{
+  "base_model": "OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1",
+  "candidate_model": "models/openmed-ppsns-lora-v5",
+  "dataset": {
+    "synthetic_source": "nvidia/Nemotron-PII:test",
+    "real_source": "wikitext/wikitext-2-raw-v1:validation",
+    "synthetic_size": 250,
+    "real_size": 250,
+    "match_iou_threshold": 0.5
+  },
+  "synthetic_non_ppsn_vs_gold": {
+    "base": {
+      "precision": 0.8007397133610726,
+      "recall": 0.9232409381663113,
+      "f1": 0.8576380292151522,
+      "tp": 1732,
+      "fp": 431,
+      "fn": 144
+    },
+    "candidate": {
+      "precision": 0.8289601554907677,
+      "recall": 0.9093816631130064,
+      "f1": 0.8673106253177427,
+      "tp": 1706,
+      "fp": 352,
+      "fn": 170
+    }
+  },
+  "real_non_ppsn_behavior": {
+    "base": {
+      "docs": 250,
+      "total_non_ppsn_entities": 1708,
+      "entities_per_1k_chars": 12.36006281343397,
+      "docs_with_any_entity": 217,
+      "docs_with_any_entity_rate": 0.868,
+      "top_labels": [
+        [
+          "last_name",
+          464
+        ],
+        [
+          "city",
+          407
+        ],
+        [
+          "first_name",
+          237
+        ],
+        [
+          "state",
+          153
+        ],
+        [
+          "date",
+          134
+        ],
+        [
+          "street_address",
+          87
+        ],
+        [
+          "occupation",
+          79
+        ],
+        [
+          "country",
+          47
+        ],
+        [
+          "county",
+          24
+        ],
+        [
+          "company_name",
+          23
+        ],
+        [
+          "race_ethnicity",
+          17
+        ],
+        [
+          "date_of_birth",
+          9
+        ],
+        [
+          "education_level",
+          7
+        ],
+        [
+          "password",
+          5
+        ],
+        [
+          "time",
+          4
+        ]
+      ]
+    },
+    "candidate": {
+      "docs": 250,
+      "total_non_ppsn_entities": 1708,
+      "entities_per_1k_chars": 12.36006281343397,
+      "docs_with_any_entity": 217,
+      "docs_with_any_entity_rate": 0.868,
+      "top_labels": [
+        [
+          "last_name",
+          464
+        ],
+        [
+          "city",
+          407
+        ],
+        [
+          "first_name",
+          237
+        ],
+        [
+          "state",
+          153
+        ],
+        [
+          "date",
+          134
+        ],
+        [
+          "street_address",
+          87
+        ],
+        [
+          "occupation",
+          79
+        ],
+        [
+          "country",
+          47
+        ],
+        [
+          "county",
+          24
+        ],
+        [
+          "company_name",
+          23
+        ],
+        [
+          "race_ethnicity",
+          17
+        ],
+        [
+          "date_of_birth",
+          9
+        ],
+        [
+          "education_level",
+          7
+        ],
+        [
+          "password",
+          5
+        ],
+        [
+          "time",
+          4
+        ]
+      ]
+    },
+    "candidate_vs_base_agreement": {
+      "precision": 1.0,
+      "recall": 1.0,
+      "f1": 1.0,
+      "tp": 1708,
+      "fp": 0,
+      "fn": 0
+    }
+  }
+}

config.json

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+{
+  "architectures": [
+    "DebertaV2ForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 1,
+  "dtype": "float32",
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 1024,
+  "id2label": {
+    "0": "O",
+    "1": "B-account_number",
+    "2": "B-age",
+    "3": "B-api_key",
+    "4": "B-bank_routing_number",
+    "5": "B-biometric_identifier",
+    "6": "B-blood_type",
+    "7": "B-certificate_license_number",
+    "8": "B-city",
+    "9": "B-company_name",
+    "10": "B-coordinate",
+    "11": "B-country",
+    "12": "B-county",
+    "13": "B-credit_debit_card",
+    "14": "B-customer_id",
+    "15": "B-cvv",
+    "16": "B-date",
+    "17": "B-date_of_birth",
+    "18": "B-date_time",
+    "19": "B-device_identifier",
+    "20": "B-education_level",
+    "21": "B-email",
+    "22": "B-employee_id",
+    "23": "B-employment_status",
+    "24": "B-fax_number",
+    "25": "B-first_name",
+    "26": "B-gender",
+    "27": "B-health_plan_beneficiary_number",
+    "28": "B-http_cookie",
+    "29": "B-ipv4",
+    "30": "B-ipv6",
+    "31": "B-language",
+    "32": "B-last_name",
+    "33": "B-license_plate",
+    "34": "B-mac_address",
+    "35": "B-medical_record_number",
+    "36": "B-occupation",
+    "37": "B-password",
+    "38": "B-phone_number",
+    "39": "B-pin",
+    "40": "B-political_view",
+    "41": "B-postcode",
+    "42": "B-race_ethnicity",
+    "43": "B-religious_belief",
+    "44": "B-sexuality",
+    "45": "B-ssn",
+    "46": "B-state",
+    "47": "B-street_address",
+    "48": "B-swift_bic",
+    "49": "B-tax_id",
+    "50": "B-time",
+    "51": "B-unique_id",
+    "52": "B-url",
+    "53": "B-user_name",
+    "54": "B-vehicle_identifier",
+    "55": "I-account_number",
+    "56": "I-api_key",
+    "57": "I-biometric_identifier",
+    "58": "I-blood_type",
+    "59": "I-certificate_license_number",
+    "60": "I-city",
+    "61": "I-company_name",
+    "62": "I-coordinate",
+    "63": "I-country",
+    "64": "I-county",
+    "65": "I-credit_debit_card",
+    "66": "I-customer_id",
+    "67": "I-date",
+    "68": "I-date_of_birth",
+    "69": "I-date_time",
+    "70": "I-device_identifier",
+    "71": "I-education_level",
+    "72": "I-email",
+    "73": "I-employee_id",
+    "74": "I-employment_status",
+    "75": "I-fax_number",
+    "76": "I-first_name",
+    "77": "I-gender",
+    "78": "I-health_plan_beneficiary_number",
+    "79": "I-http_cookie",
+    "80": "I-ipv4",
+    "81": "I-ipv6",
+    "82": "I-language",
+    "83": "I-last_name",
+    "84": "I-license_plate",
+    "85": "I-mac_address",
+    "86": "I-medical_record_number",
+    "87": "I-occupation",
+    "88": "I-password",
+    "89": "I-phone_number",
+    "90": "I-pin",
+    "91": "I-political_view",
+    "92": "I-postcode",
+    "93": "I-race_ethnicity",
+    "94": "I-religious_belief",
+    "95": "I-sexuality",
+    "96": "I-ssn",
+    "97": "I-state",
+    "98": "I-street_address",
+    "99": "I-swift_bic",
+    "100": "I-tax_id",
+    "101": "I-time",
+    "102": "I-unique_id",
+    "103": "I-url",
+    "104": "I-user_name",
+    "105": "I-vehicle_identifier",
+    "106": "B-PPSN",
+    "107": "I-PPSN"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "label2id": {
+    "B-PPSN": 106,
+    "B-account_number": 1,
+    "B-age": 2,
+    "B-api_key": 3,
+    "B-bank_routing_number": 4,
+    "B-biometric_identifier": 5,
+    "B-blood_type": 6,
+    "B-certificate_license_number": 7,
+    "B-city": 8,
+    "B-company_name": 9,
+    "B-coordinate": 10,
+    "B-country": 11,
+    "B-county": 12,
+    "B-credit_debit_card": 13,
+    "B-customer_id": 14,
+    "B-cvv": 15,
+    "B-date": 16,
+    "B-date_of_birth": 17,
+    "B-date_time": 18,
+    "B-device_identifier": 19,
+    "B-education_level": 20,
+    "B-email": 21,
+    "B-employee_id": 22,
+    "B-employment_status": 23,
+    "B-fax_number": 24,
+    "B-first_name": 25,
+    "B-gender": 26,
+    "B-health_plan_beneficiary_number": 27,
+    "B-http_cookie": 28,
+    "B-ipv4": 29,
+    "B-ipv6": 30,
+    "B-language": 31,
+    "B-last_name": 32,
+    "B-license_plate": 33,
+    "B-mac_address": 34,
+    "B-medical_record_number": 35,
+    "B-occupation": 36,
+    "B-password": 37,
+    "B-phone_number": 38,
+    "B-pin": 39,
+    "B-political_view": 40,
+    "B-postcode": 41,
+    "B-race_ethnicity": 42,
+    "B-religious_belief": 43,
+    "B-sexuality": 44,
+    "B-ssn": 45,
+    "B-state": 46,
+    "B-street_address": 47,
+    "B-swift_bic": 48,
+    "B-tax_id": 49,
+    "B-time": 50,
+    "B-unique_id": 51,
+    "B-url": 52,
+    "B-user_name": 53,
+    "B-vehicle_identifier": 54,
+    "I-PPSN": 107,
+    "I-account_number": 55,
+    "I-api_key": 56,
+    "I-biometric_identifier": 57,
+    "I-blood_type": 58,
+    "I-certificate_license_number": 59,
+    "I-city": 60,
+    "I-company_name": 61,
+    "I-coordinate": 62,
+    "I-country": 63,
+    "I-county": 64,
+    "I-credit_debit_card": 65,
+    "I-customer_id": 66,
+    "I-date": 67,
+    "I-date_of_birth": 68,
+    "I-date_time": 69,
+    "I-device_identifier": 70,
+    "I-education_level": 71,
+    "I-email": 72,
+    "I-employee_id": 73,
+    "I-employment_status": 74,
+    "I-fax_number": 75,
+    "I-first_name": 76,
+    "I-gender": 77,
+    "I-health_plan_beneficiary_number": 78,
+    "I-http_cookie": 79,
+    "I-ipv4": 80,
+    "I-ipv6": 81,
+    "I-language": 82,
+    "I-last_name": 83,
+    "I-license_plate": 84,
+    "I-mac_address": 85,
+    "I-medical_record_number": 86,
+    "I-occupation": 87,
+    "I-password": 88,
+    "I-phone_number": 89,
+    "I-pin": 90,
+    "I-political_view": 91,
+    "I-postcode": 92,
+    "I-race_ethnicity": 93,
+    "I-religious_belief": 94,
+    "I-sexuality": 95,
+    "I-ssn": 96,
+    "I-state": 97,
+    "I-street_address": 98,
+    "I-swift_bic": 99,
+    "I-tax_id": 100,
+    "I-time": 101,
+    "I-unique_id": 102,
+    "I-url": 103,
+    "I-user_name": 104,
+    "I-vehicle_identifier": 105,
+    "O": 0
+  },
+  "layer_norm_eps": 1e-07,
+  "legacy": true,
+  "max_position_embeddings": 512,
+  "max_relative_positions": -1,
+  "model_type": "deberta-v2",
+  "norm_rel_ebd": "layer_norm",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "pad_token_id": 0,
+  "pooler_dropout": 0,
+  "pooler_hidden_act": "gelu",
+  "pooler_hidden_size": 1024,
+  "pos_att_type": [
+    "p2c",
+    "c2p"
+  ],
+  "position_biased_input": false,
+  "position_buckets": 256,
+  "relative_attention": true,
+  "share_att_key": true,
+  "tie_word_embeddings": true,
+  "transformers_version": "5.2.0",
+  "type_vocab_size": 0,
+  "use_cache": false,
+  "vocab_size": 128100
+}

eval_hybrid_v5_no_plausible.json

@@ -0,0 +1,174 @@
+{
+  "model": "models/openmed-ppsns-lora-v5",
+  "input": "eval/irish_ppsn_regression_v5.jsonl",
+  "examples": 7,
+  "overall": {
+    "precision": 1.0,
+    "recall": 1.0,
+    "f1": 1.0,
+    "tp": 8,
+    "fp": 0,
+    "fn": 0
+  },
+  "strict_suffix": false,
+  "plausible_fallback": false,
+  "details": [
+    {
+      "id": "reg-001",
+      "text": "Can you check my entitlements for 1234567TW",
+      "gold": [
+        {
+          "start": 34,
+          "end": 43,
+          "label": "PPSN"
+        }
+      ],
+      "pred": [
+        {
+          "start": 34,
+          "end": 43,
+          "label": "PPSN"
+        }
+      ],
+      "tp": 1,
+      "fp": 0,
+      "fn": 0
+    },
+    {
+      "id": "reg-002",
+      "text": "7654321TA",
+      "gold": [
+        {
+          "start": 0,
+          "end": 9,
+          "label": "PPSN"
+        }
+      ],
+      "pred": [
+        {
+          "start": 0,
+          "end": 9,
+          "label": "PPSN"
+        }
+      ],
+      "tp": 1,
+      "fp": 0,
+      "fn": 0
+    },
+    {
+      "id": "reg-003",
+      "text": "Is e mo UPSP na 1234567T, an bhfuil me inchailithe do Liuntas Cuardaitheora Poist?",
+      "gold": [
+        {
+          "start": 16,
+          "end": 24,
+          "label": "PPSN"
+        }
+      ],
+      "pred": [
+        {
+          "start": 16,
+          "end": 24,
+          "label": "PPSN"
+        }
+      ],
+      "tp": 1,
+      "fp": 0,
+      "fn": 0
+    },
+    {
+      "id": "reg-004",
+      "text": "Is e mo upsp na 1234567tw agus teastaionn uaim eolas a fhail faoi liuntas curamora",
+      "gold": [
+        {
+          "start": 16,
+          "end": 25,
+          "label": "PPSN"
+        }
+      ],
+      "pred": [
+        {
+          "start": 16,
+          "end": 25,
+          "label": "PPSN"
+        }
+      ],
+      "tp": 1,
+      "fp": 0,
+      "fn": 0
+    },
+    {
+      "id": "reg-005",
+      "text": "1234567 T - cad iad na sochair a bhfuil me i dteideal?",
+      "gold": [
+        {
+          "start": 0,
+          "end": 9,
+          "label": "PPSN"
+        }
+      ],
+      "pred": [
+        {
+          "start": 0,
+          "end": 9,
+          "label": "PPSN"
+        }
+      ],
+      "tp": 1,
+      "fp": 0,
+      "fn": 0
+    },
+    {
+      "id": "reg-006",
+      "text": "Duradh liom mo uimhir 1234567T a sholatar...",
+      "gold": [
+        {
+          "start": 22,
+          "end": 30,
+          "label": "PPSN"
+        }
+      ],
+      "pred": [
+        {
+          "start": 22,
+          "end": 30,
+          "label": "PPSN"
+        }
+      ],
+      "tp": 1,
+      "fp": 0,
+      "fn": 0
+    },
+    {
+      "id": "reg-007",
+      "text": "Is e mo UPSP na 1234567T agus is e UPSP mo cheile na 7654321TA...",
+      "gold": [
+        {
+          "start": 16,
+          "end": 24,
+          "label": "PPSN"
+        },
+        {
+          "start": 53,
+          "end": 62,
+          "label": "PPSN"
+        }
+      ],
+      "pred": [
+        {
+          "start": 16,
+          "end": 24,
+          "label": "PPSN"
+        },
+        {
+          "start": 53,
+          "end": 62,
+          "label": "PPSN"
+        }
+      ],
+      "tp": 2,
+      "fp": 0,
+      "fn": 0
+    }
+  ]
+}

eval_manual_irish_v5_raw.json

@@ -0,0 +1,26 @@
+{
+  "model": "models/openmed-ppsns-lora-v5",
+  "input": "eval/irish_ppsn_regression_v5.jsonl",
+  "examples": 7,
+  "label_filter": "PPSN",
+  "min_score": 0.2,
+  "iou_threshold": 0.5,
+  "overall": {
+    "precision": 0.7777777777777778,
+    "recall": 0.875,
+    "f1": 0.823529411764706,
+    "tp": 7,
+    "fp": 2,
+    "fn": 1
+  },
+  "by_label": {
+    "PPSN": {
+      "precision": 0.7777777777777778,
+      "recall": 0.875,
+      "f1": 0.823529411764706,
+      "tp": 7,
+      "fp": 2,
+      "fn": 1
+    }
+  }
+}

irish_ppsn_regression_v5.jsonl

@@ -0,0 +1,7 @@
+{"id": "reg-001", "text": "Can you check my entitlements for 1234567TW", "spans": [{"start": 34, "end": 43, "label": "PPSN"}]}
+{"id": "reg-002", "text": "7654321TA", "spans": [{"start": 0, "end": 9, "label": "PPSN"}]}
+{"id": "reg-003", "text": "Is e mo UPSP na 1234567T, an bhfuil me inchailithe do Liuntas Cuardaitheora Poist?", "spans": [{"start": 16, "end": 24, "label": "PPSN"}]}
+{"id": "reg-004", "text": "Is e mo upsp na 1234567tw agus teastaionn uaim eolas a fhail faoi liuntas curamora", "spans": [{"start": 16, "end": 25, "label": "PPSN"}]}
+{"id": "reg-005", "text": "1234567 T - cad iad na sochair a bhfuil me i dteideal?", "spans": [{"start": 0, "end": 9, "label": "PPSN"}]}
+{"id": "reg-006", "text": "Duradh liom mo uimhir 1234567T a sholatar...", "spans": [{"start": 22, "end": 30, "label": "PPSN"}]}
+{"id": "reg-007", "text": "Is e mo UPSP na 1234567T agus is e UPSP mo cheile na 7654321TA...", "spans": [{"start": 16, "end": 24, "label": "PPSN"}, {"start": 53, "end": 62, "label": "PPSN"}]}

label_meta.json

@@ -0,0 +1,115 @@
+{
+  "base_model": "OpenMed/OpenMed-PII-SuperClinical-Large-434M-v1",
+  "label_list": [
+    "O",
+    "B-account_number",
+    "B-age",
+    "B-api_key",
+    "B-bank_routing_number",
+    "B-biometric_identifier",
+    "B-blood_type",
+    "B-certificate_license_number",
+    "B-city",
+    "B-company_name",
+    "B-coordinate",
+    "B-country",
+    "B-county",
+    "B-credit_debit_card",
+    "B-customer_id",
+    "B-cvv",
+    "B-date",
+    "B-date_of_birth",
+    "B-date_time",
+    "B-device_identifier",
+    "B-education_level",
+    "B-email",
+    "B-employee_id",
+    "B-employment_status",
+    "B-fax_number",
+    "B-first_name",
+    "B-gender",
+    "B-health_plan_beneficiary_number",
+    "B-http_cookie",
+    "B-ipv4",
+    "B-ipv6",
+    "B-language",
+    "B-last_name",
+    "B-license_plate",
+    "B-mac_address",
+    "B-medical_record_number",
+    "B-occupation",
+    "B-password",
+    "B-phone_number",
+    "B-pin",
+    "B-political_view",
+    "B-postcode",
+    "B-race_ethnicity",
+    "B-religious_belief",
+    "B-sexuality",
+    "B-ssn",
+    "B-state",
+    "B-street_address",
+    "B-swift_bic",
+    "B-tax_id",
+    "B-time",
+    "B-unique_id",
+    "B-url",
+    "B-user_name",
+    "B-vehicle_identifier",
+    "I-account_number",
+    "I-api_key",
+    "I-biometric_identifier",
+    "I-blood_type",
+    "I-certificate_license_number",
+    "I-city",
+    "I-company_name",
+    "I-coordinate",
+    "I-country",
+    "I-county",
+    "I-credit_debit_card",
+    "I-customer_id",
+    "I-date",
+    "I-date_of_birth",
+    "I-date_time",
+    "I-device_identifier",
+    "I-education_level",
+    "I-email",
+    "I-employee_id",
+    "I-employment_status",
+    "I-fax_number",
+    "I-first_name",
+    "I-gender",
+    "I-health_plan_beneficiary_number",
+    "I-http_cookie",
+    "I-ipv4",
+    "I-ipv6",
+    "I-language",
+    "I-last_name",
+    "I-license_plate",
+    "I-mac_address",
+    "I-medical_record_number",
+    "I-occupation",
+    "I-password",
+    "I-phone_number",
+    "I-pin",
+    "I-political_view",
+    "I-postcode",
+    "I-race_ethnicity",
+    "I-religious_belief",
+    "I-sexuality",
+    "I-ssn",
+    "I-state",
+    "I-street_address",
+    "I-swift_bic",
+    "I-tax_id",
+    "I-time",
+    "I-unique_id",
+    "I-url",
+    "I-user_name",
+    "I-vehicle_identifier",
+    "B-PPSN",
+    "I-PPSN"
+  ],
+  "num_labels": 108,
+  "target_label": "PPSN"
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
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+size 1736540424

tokenizer_config.json

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+{
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+  "backend": "tokenizers",
+  "bos_token": "[CLS]",
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "[CLS]",
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+  "eos_token": "[SEP]",
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+  "mask_token": "[MASK]",
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+  "sep_token": "[SEP]",
+  "sp_model_kwargs": {},
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+  "tokenizer_class": "DebertaV2Tokenizer",
+  "unk_id": 3,
+  "unk_token": "[UNK]",
+  "vocab_type": "spm"
+}

training_args.bin

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