cameltools_mix_ar_pii_detector

README.md

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+---
+library_name: transformers
+license: apache-2.0
+base_model: CAMeL-Lab/bert-base-arabic-camelbert-mix-ner
+tags:
+- generated_from_trainer
+metrics:
+- precision
+- recall
+- f1
+- accuracy
+model-index:
+- name: pii_ar_detector
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# pii_ar_detector
+
+This model is a fine-tuned version of [CAMeL-Lab/bert-base-arabic-camelbert-mix-ner](https://huggingface.co/CAMeL-Lab/bert-base-arabic-camelbert-mix-ner) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.0931
+- Precision: 0.9476
+- Recall: 0.9620
+- F1: 0.9547
+- Accuracy: 0.9870
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 2e-05
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 42
+- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: linear
+- num_epochs: 10
+
+### Training results
+
+| Training Loss | Epoch | Step   | Validation Loss | Precision | Recall | F1     | Accuracy |
+|:-------------:|:-----:|:------:|:---------------:|:---------:|:------:|:------:|:--------:|
+| 0.0886        | 1.0   | 12425  | 0.0917          | 0.8918    | 0.9041 | 0.8979 | 0.9652   |
+| 0.0624        | 2.0   | 24850  | 0.0775          | 0.9037    | 0.9343 | 0.9187 | 0.9747   |
+| 0.0422        | 3.0   | 37275  | 0.0634          | 0.9205    | 0.9461 | 0.9331 | 0.9823   |
+| 0.0274        | 4.0   | 49700  | 0.0682          | 0.9316    | 0.9521 | 0.9418 | 0.9840   |
+| 0.0195        | 5.0   | 62125  | 0.0702          | 0.9365    | 0.9567 | 0.9465 | 0.9853   |
+| 0.0135        | 6.0   | 74550  | 0.0737          | 0.9394    | 0.9583 | 0.9487 | 0.9857   |
+| 0.0084        | 7.0   | 86975  | 0.0801          | 0.9444    | 0.9595 | 0.9519 | 0.9864   |
+| 0.0069        | 8.0   | 99400  | 0.0857          | 0.9449    | 0.9624 | 0.9536 | 0.9870   |
+| 0.0043        | 9.0   | 111825 | 0.0887          | 0.9488    | 0.9608 | 0.9548 | 0.9869   |
+| 0.003         | 10.0  | 124250 | 0.0931          | 0.9476    | 0.9620 | 0.9547 | 0.9870   |
+
+
+### Framework versions
+
+- Transformers 4.51.3
+- Pytorch 2.6.0+cu124
+- Datasets 3.6.0
+- Tokenizers 0.21.1

config.json

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+{
+  "architectures": [
+    "BertForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "O",
+    "1": "B-ACCOUNTNUMBER",
+    "2": "B-AGE",
+    "3": "B-AMOUNT",
+    "4": "B-BIC",
+    "5": "B-BITCOINADDRESS",
+    "6": "B-BUILDINGNUMBER",
+    "7": "B-CITY",
+    "8": "B-COMPANYNAME",
+    "9": "B-COUNTY",
+    "10": "B-CREDITCARDCVV",
+    "11": "B-CREDITCARDINUMBER",
+    "12": "B-CREDITCARDISSUER",
+    "13": "B-CREDITCARDNUMBER",
+    "14": "B-CURRENCY",
+    "15": "B-CURRENCYCODE",
+    "16": "B-CURRENCYNAME",
+    "17": "B-CURRENCYSYMBOL",
+    "18": "B-DATE",
+    "19": "B-DOB",
+    "20": "B-EMAIL",
+    "21": "B-ETHEREUMADDRESS",
+    "22": "B-EYECOLOR",
+    "23": "B-GENDER",
+    "24": "B-HEIGHT",
+    "25": "B-IBAN",
+    "26": "B-IP",
+    "27": "B-IPV4",
+    "28": "B-IPV6",
+    "29": "B-JOBTITLE",
+    "30": "B-JOBTYPE",
+    "31": "B-LITECOINADDRESS",
+    "32": "B-MAC",
+    "33": "B-MASKEDNUMBER",
+    "34": "B-NEARBYGPSCOORDINATE",
+    "35": "B-ORDINALDIRECTION",
+    "36": "B-PASSWORD",
+    "37": "B-PERSONNAME",
+    "38": "B-PHONEIMEI",
+    "39": "B-PHONENUMBER",
+    "40": "B-PIN",
+    "41": "B-PREFIX",
+    "42": "B-SECONDARYADDRESS",
+    "43": "B-SEX",
+    "44": "B-SSN",
+    "45": "B-STATE",
+    "46": "B-STREET",
+    "47": "B-TIME",
+    "48": "B-URL",
+    "49": "B-USERAGENT",
+    "50": "B-USERNAME",
+    "51": "B-VEHICLEVIN",
+    "52": "B-VEHICLEVRM",
+    "53": "B-ZIPCODE",
+    "54": "I-ACCOUNTNAME",
+    "55": "I-ACCOUNTNUMBER",
+    "56": "I-AGE",
+    "57": "I-AMOUNT",
+    "58": "I-BIC",
+    "59": "I-BITCOINADDRESS",
+    "60": "I-BUILDINGNUMBER",
+    "61": "I-CITY",
+    "62": "I-COMPANYNAME",
+    "63": "I-COUNTY",
+    "64": "I-CREDITCARDCVV",
+    "65": "I-CREDITCARDISSUER",
+    "66": "I-CREDITCARDNUMBER",
+    "67": "I-CURRENCY",
+    "68": "I-CURRENCYCODE",
+    "69": "I-CURRENCYNAME",
+    "70": "I-CURRENCYSYMBOL",
+    "71": "I-DATE",
+    "72": "I-DOB",
+    "73": "I-EMAIL",
+    "74": "I-ETHEREUMADDRESS",
+    "75": "I-EYECOLOR",
+    "76": "I-GENDER",
+    "77": "I-HEIGHT",
+    "78": "I-IBAN",
+    "79": "I-IP",
+    "80": "I-IPV4",
+    "81": "I-IPV6",
+    "82": "I-JOBTITLE",
+    "83": "I-JOBTYPE",
+    "84": "I-LITECOINADDRESS",
+    "85": "I-MAC",
+    "86": "I-MASKEDNUMBER",
+    "87": "I-NEARBYGPSCOORDINATE",
+    "88": "I-ORDINALDIRECTION",
+    "89": "I-PASSWORD",
+    "90": "I-PERSONNAME",
+    "91": "I-PHONEIMEI",
+    "92": "I-PHONENUMBER",
+    "93": "I-PIN",
+    "94": "I-PREFIX",
+    "95": "I-SECONDARYADDRESS",
+    "96": "I-SEX",
+    "97": "I-SSN",
+    "98": "I-STATE",
+    "99": "I-STREET",
+    "100": "I-TIME",
+    "101": "I-URL",
+    "102": "I-USERAGENT",
+    "103": "I-USERNAME",
+    "104": "I-VEHICLEVIN",
+    "105": "I-VEHICLEVRM",
+    "106": "I-ZIPCODE",
+    "107": "B-ACCOUNTNAME"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "B-ACCOUNTNAME": 107,
+    "B-ACCOUNTNUMBER": 1,
+    "B-AGE": 2,
+    "B-AMOUNT": 3,
+    "B-BIC": 4,
+    "B-BITCOINADDRESS": 5,
+    "B-BUILDINGNUMBER": 6,
+    "B-CITY": 7,
+    "B-COMPANYNAME": 8,
+    "B-COUNTY": 9,
+    "B-CREDITCARDCVV": 10,
+    "B-CREDITCARDINUMBER": 11,
+    "B-CREDITCARDISSUER": 12,
+    "B-CREDITCARDNUMBER": 13,
+    "B-CURRENCY": 14,
+    "B-CURRENCYCODE": 15,
+    "B-CURRENCYNAME": 16,
+    "B-CURRENCYSYMBOL": 17,
+    "B-DATE": 18,
+    "B-DOB": 19,
+    "B-EMAIL": 20,
+    "B-ETHEREUMADDRESS": 21,
+    "B-EYECOLOR": 22,
+    "B-GENDER": 23,
+    "B-HEIGHT": 24,
+    "B-IBAN": 25,
+    "B-IP": 26,
+    "B-IPV4": 27,
+    "B-IPV6": 28,
+    "B-JOBTITLE": 29,
+    "B-JOBTYPE": 30,
+    "B-LITECOINADDRESS": 31,
+    "B-MAC": 32,
+    "B-MASKEDNUMBER": 33,
+    "B-NEARBYGPSCOORDINATE": 34,
+    "B-ORDINALDIRECTION": 35,
+    "B-PASSWORD": 36,
+    "B-PERSONNAME": 37,
+    "B-PHONEIMEI": 38,
+    "B-PHONENUMBER": 39,
+    "B-PIN": 40,
+    "B-PREFIX": 41,
+    "B-SECONDARYADDRESS": 42,
+    "B-SEX": 43,
+    "B-SSN": 44,
+    "B-STATE": 45,
+    "B-STREET": 46,
+    "B-TIME": 47,
+    "B-URL": 48,
+    "B-USERAGENT": 49,
+    "B-USERNAME": 50,
+    "B-VEHICLEVIN": 51,
+    "B-VEHICLEVRM": 52,
+    "B-ZIPCODE": 53,
+    "I-ACCOUNTNAME": 54,
+    "I-ACCOUNTNUMBER": 55,
+    "I-AGE": 56,
+    "I-AMOUNT": 57,
+    "I-BIC": 58,
+    "I-BITCOINADDRESS": 59,
+    "I-BUILDINGNUMBER": 60,
+    "I-CITY": 61,
+    "I-COMPANYNAME": 62,
+    "I-COUNTY": 63,
+    "I-CREDITCARDCVV": 64,
+    "I-CREDITCARDISSUER": 65,
+    "I-CREDITCARDNUMBER": 66,
+    "I-CURRENCY": 67,
+    "I-CURRENCYCODE": 68,
+    "I-CURRENCYNAME": 69,
+    "I-CURRENCYSYMBOL": 70,
+    "I-DATE": 71,
+    "I-DOB": 72,
+    "I-EMAIL": 73,
+    "I-ETHEREUMADDRESS": 74,
+    "I-EYECOLOR": 75,
+    "I-GENDER": 76,
+    "I-HEIGHT": 77,
+    "I-IBAN": 78,
+    "I-IP": 79,
+    "I-IPV4": 80,
+    "I-IPV6": 81,
+    "I-JOBTITLE": 82,
+    "I-JOBTYPE": 83,
+    "I-LITECOINADDRESS": 84,
+    "I-MAC": 85,
+    "I-MASKEDNUMBER": 86,
+    "I-NEARBYGPSCOORDINATE": 87,
+    "I-ORDINALDIRECTION": 88,
+    "I-PASSWORD": 89,
+    "I-PERSONNAME": 90,
+    "I-PHONEIMEI": 91,
+    "I-PHONENUMBER": 92,
+    "I-PIN": 93,
+    "I-PREFIX": 94,
+    "I-SECONDARYADDRESS": 95,
+    "I-SEX": 96,
+    "I-SSN": 97,
+    "I-STATE": 98,
+    "I-STREET": 99,
+    "I-TIME": 100,
+    "I-URL": 101,
+    "I-USERAGENT": 102,
+    "I-USERNAME": 103,
+    "I-VEHICLEVIN": 104,
+    "I-VEHICLEVRM": 105,
+    "I-ZIPCODE": 106,
+    "O": 0
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.51.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30000
+}

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special_tokens_map.json

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+  "sep_token": "[SEP]",
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tokenizer_config.json

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+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
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