End of training

README.md

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+---
+license: apache-2.0
+base_model: bert-base-uncased
+tags:
+- generated_from_trainer
+metrics:
+- precision
+- recall
+- f1
+- accuracy
+model-index:
+- name: bert-base-uncased-finetuned-advanced-srl_arg
+  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. -->
+
+# bert-base-uncased-finetuned-advanced-srl_arg
+
+This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.0914
+- Precision: 0.8664
+- Recall: 0.8673
+- F1: 0.8669
+- Accuracy: 0.9812
+
+## 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: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 3
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1     | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
+| 0.0457        | 1.0   | 2655 | 0.0849          | 0.8447    | 0.8644 | 0.8544 | 0.9792   |
+| 0.0322        | 2.0   | 5310 | 0.0883          | 0.8586    | 0.8679 | 0.8632 | 0.9806   |
+| 0.0234        | 3.0   | 7965 | 0.0914          | 0.8664    | 0.8673 | 0.8669 | 0.9812   |
+
+
+### Framework versions
+
+- Transformers 4.37.0
+- Pytorch 2.0.1+cu117
+- Datasets 2.16.1
+- Tokenizers 0.15.1

config.json

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+{
+  "_name_or_path": "bert-base-uncased",
+  "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": "ARG0",
+    "1": "ARG1",
+    "2": "ARG1-DSP",
+    "3": "ARG2",
+    "4": "ARG3",
+    "5": "ARG4",
+    "6": "ARG5",
+    "7": "ARGA",
+    "8": "ARGM-ADJ",
+    "9": "ARGM-ADV",
+    "10": "ARGM-CAU",
+    "11": "ARGM-COM",
+    "12": "ARGM-CXN",
+    "13": "ARGM-DIR",
+    "14": "ARGM-DIS",
+    "15": "ARGM-EXT",
+    "16": "ARGM-GOL",
+    "17": "ARGM-LOC",
+    "18": "ARGM-LVB",
+    "19": "ARGM-MNR",
+    "20": "ARGM-MOD",
+    "21": "ARGM-NEG",
+    "22": "ARGM-PRD",
+    "23": "ARGM-PRP",
+    "24": "ARGM-PRR",
+    "25": "ARGM-REC",
+    "26": "ARGM-TMP",
+    "27": "C-ARG0",
+    "28": "C-ARG1",
+    "29": "C-ARG1-DSP",
+    "30": "C-ARG2",
+    "31": "C-ARG3",
+    "32": "C-ARG4",
+    "33": "C-ARGM-ADV",
+    "34": "C-ARGM-COM",
+    "35": "C-ARGM-CXN",
+    "36": "C-ARGM-DIR",
+    "37": "C-ARGM-EXT",
+    "38": "C-ARGM-GOL",
+    "39": "C-ARGM-LOC",
+    "40": "C-ARGM-MNR",
+    "41": "C-ARGM-PRP",
+    "42": "C-ARGM-PRR",
+    "43": "C-ARGM-TMP",
+    "44": "C-V",
+    "45": "R-ARG0",
+    "46": "R-ARG1",
+    "47": "R-ARG2",
+    "48": "R-ARG3",
+    "49": "R-ARG4",
+    "50": "R-ARGM-ADJ",
+    "51": "R-ARGM-ADV",
+    "52": "R-ARGM-CAU",
+    "53": "R-ARGM-COM",
+    "54": "R-ARGM-DIR",
+    "55": "R-ARGM-GOL",
+    "56": "R-ARGM-LOC",
+    "57": "R-ARGM-MNR",
+    "58": "R-ARGM-TMP",
+    "59": "_"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "ARG0": 0,
+    "ARG1": 1,
+    "ARG1-DSP": 2,
+    "ARG2": 3,
+    "ARG3": 4,
+    "ARG4": 5,
+    "ARG5": 6,
+    "ARGA": 7,
+    "ARGM-ADJ": 8,
+    "ARGM-ADV": 9,
+    "ARGM-CAU": 10,
+    "ARGM-COM": 11,
+    "ARGM-CXN": 12,
+    "ARGM-DIR": 13,
+    "ARGM-DIS": 14,
+    "ARGM-EXT": 15,
+    "ARGM-GOL": 16,
+    "ARGM-LOC": 17,
+    "ARGM-LVB": 18,
+    "ARGM-MNR": 19,
+    "ARGM-MOD": 20,
+    "ARGM-NEG": 21,
+    "ARGM-PRD": 22,
+    "ARGM-PRP": 23,
+    "ARGM-PRR": 24,
+    "ARGM-REC": 25,
+    "ARGM-TMP": 26,
+    "C-ARG0": 27,
+    "C-ARG1": 28,
+    "C-ARG1-DSP": 29,
+    "C-ARG2": 30,
+    "C-ARG3": 31,
+    "C-ARG4": 32,
+    "C-ARGM-ADV": 33,
+    "C-ARGM-COM": 34,
+    "C-ARGM-CXN": 35,
+    "C-ARGM-DIR": 36,
+    "C-ARGM-EXT": 37,
+    "C-ARGM-GOL": 38,
+    "C-ARGM-LOC": 39,
+    "C-ARGM-MNR": 40,
+    "C-ARGM-PRP": 41,
+    "C-ARGM-PRR": 42,
+    "C-ARGM-TMP": 43,
+    "C-V": 44,
+    "R-ARG0": 45,
+    "R-ARG1": 46,
+    "R-ARG2": 47,
+    "R-ARG3": 48,
+    "R-ARG4": 49,
+    "R-ARGM-ADJ": 50,
+    "R-ARGM-ADV": 51,
+    "R-ARGM-CAU": 52,
+    "R-ARGM-COM": 53,
+    "R-ARGM-DIR": 54,
+    "R-ARGM-GOL": 55,
+    "R-ARGM-LOC": 56,
+    "R-ARGM-MNR": 57,
+    "R-ARGM-TMP": 58,
+    "_": 59
+  },
+  "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": "4.37.0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

model.safetensors

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runs/Mar28_14-38-14_arimo-ThinkBook-14-G5-IRH/events.out.tfevents.1711633096.arimo-ThinkBook-14-G5-IRH.35878.1

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special_tokens_map.json

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+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

tokenizer_config.json

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+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

training_args.bin

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