Token Classification
Transformers
Safetensors
deberta-v2
pii-detection
named-entity-recognition
deberta
piibench
Instructions to use Pritesh-2711/piibench-deberta-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Pritesh-2711/piibench-deberta-base with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="Pritesh-2711/piibench-deberta-base")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("Pritesh-2711/piibench-deberta-base") model = AutoModelForTokenClassification.from_pretrained("Pritesh-2711/piibench-deberta-base") - Notebooks
- Google Colab
- Kaggle
| { | |
| "labels": [ | |
| "O", | |
| "B-ACCOUNT_NUMBER", | |
| "I-ACCOUNT_NUMBER", | |
| "B-ACCOUNT_PIN", | |
| "I-ACCOUNT_PIN", | |
| "B-ADDRESS", | |
| "I-ADDRESS", | |
| "B-AGE", | |
| "I-AGE", | |
| "B-AMOUNT", | |
| "I-AMOUNT", | |
| "B-API_KEY", | |
| "I-API_KEY", | |
| "B-BANK_ROUTING_NUMBER", | |
| "I-BANK_ROUTING_NUMBER", | |
| "B-BBAN", | |
| "I-BBAN", | |
| "B-BIC", | |
| "I-BIC", | |
| "B-BIOMETRIC_IDENTIFIER", | |
| "I-BIOMETRIC_IDENTIFIER", | |
| "B-BLOOD_TYPE", | |
| "I-BLOOD_TYPE", | |
| "B-CERTIFICATE_LICENSE_NUMBER", | |
| "I-CERTIFICATE_LICENSE_NUMBER", | |
| "B-CITY", | |
| "I-CITY", | |
| "B-COMPANY", | |
| "I-COMPANY", | |
| "B-COMPANY_NAME", | |
| "I-COMPANY_NAME", | |
| "B-COORDINATE", | |
| "I-COORDINATE", | |
| "B-COUNTRY", | |
| "I-COUNTRY", | |
| "B-COUNTY", | |
| "I-COUNTY", | |
| "B-CREDIT_CARD", | |
| "I-CREDIT_CARD", | |
| "B-CREDIT_CARD_NUMBER", | |
| "I-CREDIT_CARD_NUMBER", | |
| "B-CREDIT_CARD_SECURITY_CODE", | |
| "I-CREDIT_CARD_SECURITY_CODE", | |
| "B-CREDIT_DEBIT_CARD", | |
| "I-CREDIT_DEBIT_CARD", | |
| "B-CRYPTO_ADDRESS", | |
| "I-CRYPTO_ADDRESS", | |
| "B-CURRENCY", | |
| "I-CURRENCY", | |
| "B-CUSTOMER_ID", | |
| "I-CUSTOMER_ID", | |
| "B-CVV", | |
| "I-CVV", | |
| "B-DATE", | |
| "I-DATE", | |
| "B-DATE_OF_BIRTH", | |
| "I-DATE_OF_BIRTH", | |
| "B-DATE_TIME", | |
| "I-DATE_TIME", | |
| "B-DEVICE_IDENTIFIER", | |
| "I-DEVICE_IDENTIFIER", | |
| "B-DRIVER_LICENSE_NUMBER", | |
| "I-DRIVER_LICENSE_NUMBER", | |
| "B-EDUCATION_LEVEL", | |
| "I-EDUCATION_LEVEL", | |
| "B-EMAIL", | |
| "I-EMAIL", | |
| "B-EMPLOYEE_ID", | |
| "I-EMPLOYEE_ID", | |
| "B-EMPLOYMENT_STATUS", | |
| "I-EMPLOYMENT_STATUS", | |
| "B-FAX_NUMBER", | |
| "I-FAX_NUMBER", | |
| "B-FINANCIAL_ENTITY", | |
| "I-FINANCIAL_ENTITY", | |
| "B-FIRST_NAME", | |
| "I-FIRST_NAME", | |
| "B-GENDER", | |
| "I-GENDER", | |
| "B-HEALTH_PLAN_BENEFICIARY_NUMBER", | |
| "I-HEALTH_PLAN_BENEFICIARY_NUMBER", | |
| "B-HTTP_COOKIE", | |
| "I-HTTP_COOKIE", | |
| "B-IBAN", | |
| "I-IBAN", | |
| "B-IPV4", | |
| "I-IPV4", | |
| "B-IPV6", | |
| "I-IPV6", | |
| "B-IP_ADDRESS", | |
| "I-IP_ADDRESS", | |
| "B-JOB", | |
| "I-JOB", | |
| "B-LANGUAGE", | |
| "I-LANGUAGE", | |
| "B-LAST_NAME", | |
| "I-LAST_NAME", | |
| "B-LICENSE_PLATE", | |
| "I-LICENSE_PLATE", | |
| "B-LOC", | |
| "I-LOC", | |
| "B-LOCAL_LATLNG", | |
| "I-LOCAL_LATLNG", | |
| "B-MAC_ADDRESS", | |
| "I-MAC_ADDRESS", | |
| "B-MEDICAL_RECORD_NUMBER", | |
| "I-MEDICAL_RECORD_NUMBER", | |
| "B-MISC", | |
| "I-MISC", | |
| "B-NAME", | |
| "I-NAME", | |
| "B-NATIONAL_ID", | |
| "I-NATIONAL_ID", | |
| "B-OCCUPATION", | |
| "I-OCCUPATION", | |
| "B-ORG", | |
| "I-ORG", | |
| "B-PASSPORT_NUMBER", | |
| "I-PASSPORT_NUMBER", | |
| "B-PASSWORD", | |
| "I-PASSWORD", | |
| "B-PERSON", | |
| "I-PERSON", | |
| "B-PHONE", | |
| "I-PHONE", | |
| "B-PHONE_NUMBER", | |
| "I-PHONE_NUMBER", | |
| "B-PIN", | |
| "I-PIN", | |
| "B-POLITICAL_VIEW", | |
| "I-POLITICAL_VIEW", | |
| "B-POSTCODE", | |
| "I-POSTCODE", | |
| "B-RACE_ETHNICITY", | |
| "I-RACE_ETHNICITY", | |
| "B-RELIGIOUS_BELIEF", | |
| "I-RELIGIOUS_BELIEF", | |
| "B-SEXUALITY", | |
| "I-SEXUALITY", | |
| "B-SSN", | |
| "I-SSN", | |
| "B-STATE", | |
| "I-STATE", | |
| "B-STREET_ADDRESS", | |
| "I-STREET_ADDRESS", | |
| "B-SWIFT_BIC", | |
| "I-SWIFT_BIC", | |
| "B-SWIFT_BIC_CODE", | |
| "I-SWIFT_BIC_CODE", | |
| "B-TAX_ID", | |
| "I-TAX_ID", | |
| "B-TIME", | |
| "I-TIME", | |
| "B-UNIQUE_ID", | |
| "I-UNIQUE_ID", | |
| "B-URL", | |
| "I-URL", | |
| "B-USERNAME", | |
| "I-USERNAME", | |
| "B-USER_NAME", | |
| "I-USER_NAME", | |
| "B-VEHICLE", | |
| "I-VEHICLE", | |
| "B-VEHICLE_IDENTIFIER", | |
| "I-VEHICLE_IDENTIFIER" | |
| ], | |
| "label2id": { | |
| "O": 0, | |
| "B-ACCOUNT_NUMBER": 1, | |
| "I-ACCOUNT_NUMBER": 2, | |
| "B-ACCOUNT_PIN": 3, | |
| "I-ACCOUNT_PIN": 4, | |
| "B-ADDRESS": 5, | |
| "I-ADDRESS": 6, | |
| "B-AGE": 7, | |
| "I-AGE": 8, | |
| "B-AMOUNT": 9, | |
| "I-AMOUNT": 10, | |
| "B-API_KEY": 11, | |
| "I-API_KEY": 12, | |
| "B-BANK_ROUTING_NUMBER": 13, | |
| "I-BANK_ROUTING_NUMBER": 14, | |
| "B-BBAN": 15, | |
| "I-BBAN": 16, | |
| "B-BIC": 17, | |
| "I-BIC": 18, | |
| "B-BIOMETRIC_IDENTIFIER": 19, | |
| "I-BIOMETRIC_IDENTIFIER": 20, | |
| "B-BLOOD_TYPE": 21, | |
| "I-BLOOD_TYPE": 22, | |
| "B-CERTIFICATE_LICENSE_NUMBER": 23, | |
| "I-CERTIFICATE_LICENSE_NUMBER": 24, | |
| "B-CITY": 25, | |
| "I-CITY": 26, | |
| "B-COMPANY": 27, | |
| "I-COMPANY": 28, | |
| "B-COMPANY_NAME": 29, | |
| "I-COMPANY_NAME": 30, | |
| "B-COORDINATE": 31, | |
| "I-COORDINATE": 32, | |
| "B-COUNTRY": 33, | |
| "I-COUNTRY": 34, | |
| "B-COUNTY": 35, | |
| "I-COUNTY": 36, | |
| "B-CREDIT_CARD": 37, | |
| "I-CREDIT_CARD": 38, | |
| "B-CREDIT_CARD_NUMBER": 39, | |
| "I-CREDIT_CARD_NUMBER": 40, | |
| "B-CREDIT_CARD_SECURITY_CODE": 41, | |
| "I-CREDIT_CARD_SECURITY_CODE": 42, | |
| "B-CREDIT_DEBIT_CARD": 43, | |
| "I-CREDIT_DEBIT_CARD": 44, | |
| "B-CRYPTO_ADDRESS": 45, | |
| "I-CRYPTO_ADDRESS": 46, | |
| "B-CURRENCY": 47, | |
| "I-CURRENCY": 48, | |
| "B-CUSTOMER_ID": 49, | |
| "I-CUSTOMER_ID": 50, | |
| "B-CVV": 51, | |
| "I-CVV": 52, | |
| "B-DATE": 53, | |
| "I-DATE": 54, | |
| "B-DATE_OF_BIRTH": 55, | |
| "I-DATE_OF_BIRTH": 56, | |
| "B-DATE_TIME": 57, | |
| "I-DATE_TIME": 58, | |
| "B-DEVICE_IDENTIFIER": 59, | |
| "I-DEVICE_IDENTIFIER": 60, | |
| "B-DRIVER_LICENSE_NUMBER": 61, | |
| "I-DRIVER_LICENSE_NUMBER": 62, | |
| "B-EDUCATION_LEVEL": 63, | |
| "I-EDUCATION_LEVEL": 64, | |
| "B-EMAIL": 65, | |
| "I-EMAIL": 66, | |
| "B-EMPLOYEE_ID": 67, | |
| "I-EMPLOYEE_ID": 68, | |
| "B-EMPLOYMENT_STATUS": 69, | |
| "I-EMPLOYMENT_STATUS": 70, | |
| "B-FAX_NUMBER": 71, | |
| "I-FAX_NUMBER": 72, | |
| "B-FINANCIAL_ENTITY": 73, | |
| "I-FINANCIAL_ENTITY": 74, | |
| "B-FIRST_NAME": 75, | |
| "I-FIRST_NAME": 76, | |
| "B-GENDER": 77, | |
| "I-GENDER": 78, | |
| "B-HEALTH_PLAN_BENEFICIARY_NUMBER": 79, | |
| "I-HEALTH_PLAN_BENEFICIARY_NUMBER": 80, | |
| "B-HTTP_COOKIE": 81, | |
| "I-HTTP_COOKIE": 82, | |
| "B-IBAN": 83, | |
| "I-IBAN": 84, | |
| "B-IPV4": 85, | |
| "I-IPV4": 86, | |
| "B-IPV6": 87, | |
| "I-IPV6": 88, | |
| "B-IP_ADDRESS": 89, | |
| "I-IP_ADDRESS": 90, | |
| "B-JOB": 91, | |
| "I-JOB": 92, | |
| "B-LANGUAGE": 93, | |
| "I-LANGUAGE": 94, | |
| "B-LAST_NAME": 95, | |
| "I-LAST_NAME": 96, | |
| "B-LICENSE_PLATE": 97, | |
| "I-LICENSE_PLATE": 98, | |
| "B-LOC": 99, | |
| "I-LOC": 100, | |
| "B-LOCAL_LATLNG": 101, | |
| "I-LOCAL_LATLNG": 102, | |
| "B-MAC_ADDRESS": 103, | |
| "I-MAC_ADDRESS": 104, | |
| "B-MEDICAL_RECORD_NUMBER": 105, | |
| "I-MEDICAL_RECORD_NUMBER": 106, | |
| "B-MISC": 107, | |
| "I-MISC": 108, | |
| "B-NAME": 109, | |
| "I-NAME": 110, | |
| "B-NATIONAL_ID": 111, | |
| "I-NATIONAL_ID": 112, | |
| "B-OCCUPATION": 113, | |
| "I-OCCUPATION": 114, | |
| "B-ORG": 115, | |
| "I-ORG": 116, | |
| "B-PASSPORT_NUMBER": 117, | |
| "I-PASSPORT_NUMBER": 118, | |
| "B-PASSWORD": 119, | |
| "I-PASSWORD": 120, | |
| "B-PERSON": 121, | |
| "I-PERSON": 122, | |
| "B-PHONE": 123, | |
| "I-PHONE": 124, | |
| "B-PHONE_NUMBER": 125, | |
| "I-PHONE_NUMBER": 126, | |
| "B-PIN": 127, | |
| "I-PIN": 128, | |
| "B-POLITICAL_VIEW": 129, | |
| "I-POLITICAL_VIEW": 130, | |
| "B-POSTCODE": 131, | |
| "I-POSTCODE": 132, | |
| "B-RACE_ETHNICITY": 133, | |
| "I-RACE_ETHNICITY": 134, | |
| "B-RELIGIOUS_BELIEF": 135, | |
| "I-RELIGIOUS_BELIEF": 136, | |
| "B-SEXUALITY": 137, | |
| "I-SEXUALITY": 138, | |
| "B-SSN": 139, | |
| "I-SSN": 140, | |
| "B-STATE": 141, | |
| "I-STATE": 142, | |
| "B-STREET_ADDRESS": 143, | |
| "I-STREET_ADDRESS": 144, | |
| "B-SWIFT_BIC": 145, | |
| "I-SWIFT_BIC": 146, | |
| "B-SWIFT_BIC_CODE": 147, | |
| "I-SWIFT_BIC_CODE": 148, | |
| "B-TAX_ID": 149, | |
| "I-TAX_ID": 150, | |
| "B-TIME": 151, | |
| "I-TIME": 152, | |
| "B-UNIQUE_ID": 153, | |
| "I-UNIQUE_ID": 154, | |
| "B-URL": 155, | |
| "I-URL": 156, | |
| "B-USERNAME": 157, | |
| "I-USERNAME": 158, | |
| "B-USER_NAME": 159, | |
| "I-USER_NAME": 160, | |
| "B-VEHICLE": 161, | |
| "I-VEHICLE": 162, | |
| "B-VEHICLE_IDENTIFIER": 163, | |
| "I-VEHICLE_IDENTIFIER": 164 | |
| }, | |
| "id2label": { | |
| "0": "O", | |
| "1": "B-ACCOUNT_NUMBER", | |
| "2": "I-ACCOUNT_NUMBER", | |
| "3": "B-ACCOUNT_PIN", | |
| "4": "I-ACCOUNT_PIN", | |
| "5": "B-ADDRESS", | |
| "6": "I-ADDRESS", | |
| "7": "B-AGE", | |
| "8": "I-AGE", | |
| "9": "B-AMOUNT", | |
| "10": "I-AMOUNT", | |
| "11": "B-API_KEY", | |
| "12": "I-API_KEY", | |
| "13": "B-BANK_ROUTING_NUMBER", | |
| "14": "I-BANK_ROUTING_NUMBER", | |
| "15": "B-BBAN", | |
| "16": "I-BBAN", | |
| "17": "B-BIC", | |
| "18": "I-BIC", | |
| "19": "B-BIOMETRIC_IDENTIFIER", | |
| "20": "I-BIOMETRIC_IDENTIFIER", | |
| "21": "B-BLOOD_TYPE", | |
| "22": "I-BLOOD_TYPE", | |
| "23": "B-CERTIFICATE_LICENSE_NUMBER", | |
| "24": "I-CERTIFICATE_LICENSE_NUMBER", | |
| "25": "B-CITY", | |
| "26": "I-CITY", | |
| "27": "B-COMPANY", | |
| "28": "I-COMPANY", | |
| "29": "B-COMPANY_NAME", | |
| "30": "I-COMPANY_NAME", | |
| "31": "B-COORDINATE", | |
| "32": "I-COORDINATE", | |
| "33": "B-COUNTRY", | |
| "34": "I-COUNTRY", | |
| "35": "B-COUNTY", | |
| "36": "I-COUNTY", | |
| "37": "B-CREDIT_CARD", | |
| "38": "I-CREDIT_CARD", | |
| "39": "B-CREDIT_CARD_NUMBER", | |
| "40": "I-CREDIT_CARD_NUMBER", | |
| "41": "B-CREDIT_CARD_SECURITY_CODE", | |
| "42": "I-CREDIT_CARD_SECURITY_CODE", | |
| "43": "B-CREDIT_DEBIT_CARD", | |
| "44": "I-CREDIT_DEBIT_CARD", | |
| "45": "B-CRYPTO_ADDRESS", | |
| "46": "I-CRYPTO_ADDRESS", | |
| "47": "B-CURRENCY", | |
| "48": "I-CURRENCY", | |
| "49": "B-CUSTOMER_ID", | |
| "50": "I-CUSTOMER_ID", | |
| "51": "B-CVV", | |
| "52": "I-CVV", | |
| "53": "B-DATE", | |
| "54": "I-DATE", | |
| "55": "B-DATE_OF_BIRTH", | |
| "56": "I-DATE_OF_BIRTH", | |
| "57": "B-DATE_TIME", | |
| "58": "I-DATE_TIME", | |
| "59": "B-DEVICE_IDENTIFIER", | |
| "60": "I-DEVICE_IDENTIFIER", | |
| "61": "B-DRIVER_LICENSE_NUMBER", | |
| "62": "I-DRIVER_LICENSE_NUMBER", | |
| "63": "B-EDUCATION_LEVEL", | |
| "64": "I-EDUCATION_LEVEL", | |
| "65": "B-EMAIL", | |
| "66": "I-EMAIL", | |
| "67": "B-EMPLOYEE_ID", | |
| "68": "I-EMPLOYEE_ID", | |
| "69": "B-EMPLOYMENT_STATUS", | |
| "70": "I-EMPLOYMENT_STATUS", | |
| "71": "B-FAX_NUMBER", | |
| "72": "I-FAX_NUMBER", | |
| "73": "B-FINANCIAL_ENTITY", | |
| "74": "I-FINANCIAL_ENTITY", | |
| "75": "B-FIRST_NAME", | |
| "76": "I-FIRST_NAME", | |
| "77": "B-GENDER", | |
| "78": "I-GENDER", | |
| "79": "B-HEALTH_PLAN_BENEFICIARY_NUMBER", | |
| "80": "I-HEALTH_PLAN_BENEFICIARY_NUMBER", | |
| "81": "B-HTTP_COOKIE", | |
| "82": "I-HTTP_COOKIE", | |
| "83": "B-IBAN", | |
| "84": "I-IBAN", | |
| "85": "B-IPV4", | |
| "86": "I-IPV4", | |
| "87": "B-IPV6", | |
| "88": "I-IPV6", | |
| "89": "B-IP_ADDRESS", | |
| "90": "I-IP_ADDRESS", | |
| "91": "B-JOB", | |
| "92": "I-JOB", | |
| "93": "B-LANGUAGE", | |
| "94": "I-LANGUAGE", | |
| "95": "B-LAST_NAME", | |
| "96": "I-LAST_NAME", | |
| "97": "B-LICENSE_PLATE", | |
| "98": "I-LICENSE_PLATE", | |
| "99": "B-LOC", | |
| "100": "I-LOC", | |
| "101": "B-LOCAL_LATLNG", | |
| "102": "I-LOCAL_LATLNG", | |
| "103": "B-MAC_ADDRESS", | |
| "104": "I-MAC_ADDRESS", | |
| "105": "B-MEDICAL_RECORD_NUMBER", | |
| "106": "I-MEDICAL_RECORD_NUMBER", | |
| "107": "B-MISC", | |
| "108": "I-MISC", | |
| "109": "B-NAME", | |
| "110": "I-NAME", | |
| "111": "B-NATIONAL_ID", | |
| "112": "I-NATIONAL_ID", | |
| "113": "B-OCCUPATION", | |
| "114": "I-OCCUPATION", | |
| "115": "B-ORG", | |
| "116": "I-ORG", | |
| "117": "B-PASSPORT_NUMBER", | |
| "118": "I-PASSPORT_NUMBER", | |
| "119": "B-PASSWORD", | |
| "120": "I-PASSWORD", | |
| "121": "B-PERSON", | |
| "122": "I-PERSON", | |
| "123": "B-PHONE", | |
| "124": "I-PHONE", | |
| "125": "B-PHONE_NUMBER", | |
| "126": "I-PHONE_NUMBER", | |
| "127": "B-PIN", | |
| "128": "I-PIN", | |
| "129": "B-POLITICAL_VIEW", | |
| "130": "I-POLITICAL_VIEW", | |
| "131": "B-POSTCODE", | |
| "132": "I-POSTCODE", | |
| "133": "B-RACE_ETHNICITY", | |
| "134": "I-RACE_ETHNICITY", | |
| "135": "B-RELIGIOUS_BELIEF", | |
| "136": "I-RELIGIOUS_BELIEF", | |
| "137": "B-SEXUALITY", | |
| "138": "I-SEXUALITY", | |
| "139": "B-SSN", | |
| "140": "I-SSN", | |
| "141": "B-STATE", | |
| "142": "I-STATE", | |
| "143": "B-STREET_ADDRESS", | |
| "144": "I-STREET_ADDRESS", | |
| "145": "B-SWIFT_BIC", | |
| "146": "I-SWIFT_BIC", | |
| "147": "B-SWIFT_BIC_CODE", | |
| "148": "I-SWIFT_BIC_CODE", | |
| "149": "B-TAX_ID", | |
| "150": "I-TAX_ID", | |
| "151": "B-TIME", | |
| "152": "I-TIME", | |
| "153": "B-UNIQUE_ID", | |
| "154": "I-UNIQUE_ID", | |
| "155": "B-URL", | |
| "156": "I-URL", | |
| "157": "B-USERNAME", | |
| "158": "I-USERNAME", | |
| "159": "B-USER_NAME", | |
| "160": "I-USER_NAME", | |
| "161": "B-VEHICLE", | |
| "162": "I-VEHICLE", | |
| "163": "B-VEHICLE_IDENTIFIER", | |
| "164": "I-VEHICLE_IDENTIFIER" | |
| }, | |
| "num_labels": 165 | |
| } |