PuxAI/PhoBERT-lowPara-6L-Distilled

README.md

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+---
+library_name: transformers
+tags:
+- generated_from_trainer
+metrics:
+- precision
+- recall
+- f1
+- accuracy
+model-index:
+- name: phobert-student-distilled
+  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. -->
+
+# phobert-student-distilled
+
+This model was trained from scratch on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.0268
+- Precision: 0.9399
+- Recall: 0.9553
+- F1: 0.9475
+- Accuracy: 0.9914
+
+## 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: 3e-05
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 42
+- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: linear
+- num_epochs: 5
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1     | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
+| 0.0486        | 1.0   | 1683 | 0.0387          | 0.8994    | 0.9339 | 0.9164 | 0.9877   |
+| 0.0315        | 2.0   | 3366 | 0.0320          | 0.9277    | 0.9474 | 0.9374 | 0.9904   |
+| 0.0260        | 3.0   | 5049 | 0.0294          | 0.9351    | 0.9523 | 0.9436 | 0.9905   |
+| 0.0188        | 4.0   | 6732 | 0.0268          | 0.9417    | 0.9550 | 0.9483 | 0.9919   |
+| 0.0186        | 5.0   | 8415 | 0.0268          | 0.9399    | 0.9553 | 0.9475 | 0.9914   |
+
+
+### Framework versions
+
+- Transformers 5.3.0
+- Pytorch 2.10.0+cu128
+- Datasets 4.6.1
+- Tokenizers 0.22.2

added_tokens.json

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+{
+  "<mask>": 64000
+}

config.json

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+{
+  "add_cross_attention": false,
+  "architectures": [
+    "RobertaForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "dtype": "float32",
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "O",
+    "1": "B-ACCOUNTNAME",
+    "2": "B-ACCOUNTNUMBER",
+    "3": "B-AGE",
+    "4": "B-AMOUNT",
+    "5": "B-BIC",
+    "6": "B-BITCOINADDRESS",
+    "7": "B-BUILDINGNUMBER",
+    "8": "B-CCCD",
+    "9": "B-CITY",
+    "10": "B-COMPANYNAME",
+    "11": "B-COUNTY",
+    "12": "B-CREDITCARDCVV",
+    "13": "B-CREDITCARDISSUER",
+    "14": "B-CREDITCARDNUMBER",
+    "15": "B-CURRENCY",
+    "16": "B-CURRENCYCODE",
+    "17": "B-CURRENCYNAME",
+    "18": "B-CURRENCYSYMBOL",
+    "19": "B-DATE",
+    "20": "B-DOB",
+    "21": "B-EMAIL",
+    "22": "B-ETHEREUMADDRESS",
+    "23": "B-EYECOLOR",
+    "24": "B-FIRSTNAME",
+    "25": "B-GENDER",
+    "26": "B-HEIGHT",
+    "27": "B-IBAN",
+    "28": "B-JOBAREA",
+    "29": "B-JOBTITLE",
+    "30": "B-JOBTYPE",
+    "31": "B-LASTNAME",
+    "32": "B-LITECOINADDRESS",
+    "33": "B-MAC",
+    "34": "B-MASKEDNUMBER",
+    "35": "B-MIDDLENAME",
+    "36": "B-NEARBYGPSCOORDINATE",
+    "37": "B-ORDINALDIRECTION",
+    "38": "B-PASSWORD",
+    "39": "B-PHONEIMEI",
+    "40": "B-PHONENUMBER",
+    "41": "B-PIN",
+    "42": "B-PREFIX",
+    "43": "B-SECONDARYADDRESS",
+    "44": "B-SEX",
+    "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-AMOUNT",
+    "57": "I-BIC",
+    "58": "I-BITCOINADDRESS",
+    "59": "I-BUILDINGNUMBER",
+    "60": "I-CCCD",
+    "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-DATE",
+    "71": "I-DOB",
+    "72": "I-EMAIL",
+    "73": "I-ETHEREUMADDRESS",
+    "74": "I-EYECOLOR",
+    "75": "I-FIRSTNAME",
+    "76": "I-HEIGHT",
+    "77": "I-IBAN",
+    "78": "I-JOBAREA",
+    "79": "I-JOBTITLE",
+    "80": "I-JOBTYPE",
+    "81": "I-LITECOINADDRESS",
+    "82": "I-MAC",
+    "83": "I-MASKEDNUMBER",
+    "84": "I-NEARBYGPSCOORDINATE",
+    "85": "I-PASSWORD",
+    "86": "I-PHONEIMEI",
+    "87": "I-PHONENUMBER",
+    "88": "I-PIN",
+    "89": "I-PREFIX",
+    "90": "I-SECONDARYADDRESS",
+    "91": "I-STATE",
+    "92": "I-STREET",
+    "93": "I-TIME",
+    "94": "I-URL",
+    "95": "I-USERAGENT",
+    "96": "I-USERNAME",
+    "97": "I-VEHICLEVIN",
+    "98": "I-VEHICLEVRM",
+    "99": "I-ZIPCODE"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "is_decoder": false,
+  "label2id": {
+    "B-ACCOUNTNAME": 1,
+    "B-ACCOUNTNUMBER": 2,
+    "B-AGE": 3,
+    "B-AMOUNT": 4,
+    "B-BIC": 5,
+    "B-BITCOINADDRESS": 6,
+    "B-BUILDINGNUMBER": 7,
+    "B-CCCD": 8,
+    "B-CITY": 9,
+    "B-COMPANYNAME": 10,
+    "B-COUNTY": 11,
+    "B-CREDITCARDCVV": 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-FIRSTNAME": 24,
+    "B-GENDER": 25,
+    "B-HEIGHT": 26,
+    "B-IBAN": 27,
+    "B-JOBAREA": 28,
+    "B-JOBTITLE": 29,
+    "B-JOBTYPE": 30,
+    "B-LASTNAME": 31,
+    "B-LITECOINADDRESS": 32,
+    "B-MAC": 33,
+    "B-MASKEDNUMBER": 34,
+    "B-MIDDLENAME": 35,
+    "B-NEARBYGPSCOORDINATE": 36,
+    "B-ORDINALDIRECTION": 37,
+    "B-PASSWORD": 38,
+    "B-PHONEIMEI": 39,
+    "B-PHONENUMBER": 40,
+    "B-PIN": 41,
+    "B-PREFIX": 42,
+    "B-SECONDARYADDRESS": 43,
+    "B-SEX": 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-AMOUNT": 56,
+    "I-BIC": 57,
+    "I-BITCOINADDRESS": 58,
+    "I-BUILDINGNUMBER": 59,
+    "I-CCCD": 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-DATE": 70,
+    "I-DOB": 71,
+    "I-EMAIL": 72,
+    "I-ETHEREUMADDRESS": 73,
+    "I-EYECOLOR": 74,
+    "I-FIRSTNAME": 75,
+    "I-HEIGHT": 76,
+    "I-IBAN": 77,
+    "I-JOBAREA": 78,
+    "I-JOBTITLE": 79,
+    "I-JOBTYPE": 80,
+    "I-LITECOINADDRESS": 81,
+    "I-MAC": 82,
+    "I-MASKEDNUMBER": 83,
+    "I-NEARBYGPSCOORDINATE": 84,
+    "I-PASSWORD": 85,
+    "I-PHONEIMEI": 86,
+    "I-PHONENUMBER": 87,
+    "I-PIN": 88,
+    "I-PREFIX": 89,
+    "I-SECONDARYADDRESS": 90,
+    "I-STATE": 91,
+    "I-STREET": 92,
+    "I-TIME": 93,
+    "I-URL": 94,
+    "I-USERAGENT": 95,
+    "I-USERNAME": 96,
+    "I-VEHICLEVIN": 97,
+    "I-VEHICLEVRM": 98,
+    "I-ZIPCODE": 99,
+    "O": 0
+  },
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 258,
+  "model_type": "roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 6,
+  "pad_token_id": 1,
+  "tie_word_embeddings": true,
+  "tokenizer_class": "PhobertTokenizer",
+  "transformers_version": "5.3.0",
+  "type_vocab_size": 1,
+  "use_cache": false,
+  "vocab_size": 64001
+}

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tokenizer_config.json

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