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Training complete

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  1. README.md +74 -0
  2. config.json +26 -0
  3. model.safetensors +3 -0
  4. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: apache-2.0
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+ base_model: bert-base-uncased
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - accuracy
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+ model-index:
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+ - name: bert-ia-checkpoint
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # bert-ia-checkpoint
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+
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+ This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 1.7216
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+ - Accuracy: 0.7229
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+ - F1 Macro: 0.6963
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+ - Precision Macro: 0.7200
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+ - Recall Macro: 0.6916
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+ - Auc: 0.7626
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 2e-05
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+ - train_batch_size: 16
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+ - eval_batch_size: 16
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+ - seed: 42
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+ - optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - num_epochs: 10
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 Macro | Precision Macro | Recall Macro | Auc |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:--------:|:---------------:|:------------:|:------:|
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+ | No log | 1.0 | 79 | 0.6736 | 0.7261 | 0.7028 | 0.7210 | 0.6981 | 0.7428 |
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+ | No log | 2.0 | 158 | 0.8024 | 0.7006 | 0.6975 | 0.6995 | 0.7070 | 0.7566 |
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+ | No log | 3.0 | 237 | 0.9896 | 0.7389 | 0.7226 | 0.7307 | 0.7189 | 0.7613 |
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+ | No log | 4.0 | 316 | 1.3463 | 0.7229 | 0.7032 | 0.7145 | 0.6992 | 0.7444 |
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+ | No log | 5.0 | 395 | 1.4706 | 0.7357 | 0.7246 | 0.7256 | 0.7238 | 0.7536 |
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+ | No log | 6.0 | 474 | 1.6432 | 0.7420 | 0.7264 | 0.7339 | 0.7228 | 0.7518 |
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+ | 0.176 | 7.0 | 553 | 1.7216 | 0.7229 | 0.6963 | 0.7200 | 0.6916 | 0.7626 |
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+ | 0.176 | 8.0 | 632 | 1.7837 | 0.7357 | 0.7078 | 0.7383 | 0.7023 | 0.7596 |
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+ | 0.176 | 9.0 | 711 | 1.7627 | 0.7325 | 0.7129 | 0.7256 | 0.7085 | 0.7611 |
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+ | 0.176 | 10.0 | 790 | 1.7560 | 0.7357 | 0.7188 | 0.7275 | 0.7149 | 0.7610 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.57.1
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+ - Pytorch 2.8.0+cu126
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+ - Datasets 4.0.0
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+ - Tokenizers 0.22.1
config.json ADDED
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+ {
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+ "architectures": [
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+ "BertForSequenceClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "classifier_dropout": null,
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+ "dtype": "float32",
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+ "gradient_checkpointing": false,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 768,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "layer_norm_eps": 1e-12,
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+ "max_position_embeddings": 512,
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+ "model_type": "bert",
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+ "num_attention_heads": 12,
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+ "num_hidden_layers": 12,
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+ "pad_token_id": 0,
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+ "position_embedding_type": "absolute",
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+ "problem_type": "single_label_classification",
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+ "transformers_version": "4.57.1",
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+ "type_vocab_size": 2,
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+ "use_cache": true,
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+ "vocab_size": 30522
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+ }
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