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README.md ADDED
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+ ---
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+ license: mit
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+ base_model: microsoft/Phi-3-mini-4k-instruct
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - precision
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+ - recall
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+ - f1
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+ - accuracy
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+ model-index:
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+ - name: phi-3-mini-NER-PII-Vast3
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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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+ # phi-3-mini-NER-PII-Vast3
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+
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+ This model is a fine-tuned version of [microsoft/Phi-3-mini-4k-instruct](https://huggingface.co/microsoft/Phi-3-mini-4k-instruct) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.1122
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+ - Precision: 0.6826
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+ - Recall: 0.8382
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+ - F1: 0.7524
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+ - Accuracy: 0.9697
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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: 4
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+ - eval_batch_size: 4
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+ - seed: 42
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+ - gradient_accumulation_steps: 4
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+ - total_train_batch_size: 16
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: cosine
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+ - num_epochs: 3
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Accuracy | F1 | Validation Loss | Precision | Recall |
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+ |:-------------:|:-----:|:-----:|:--------:|:------:|:---------------:|:---------:|:------:|
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+ | 0.1017 | 1.0 | 11105 | 0.9693 | 0.7506 | 0.1123 | 0.6807 | 0.8364 |
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+ | 0.0782 | 2.0 | 22210 | 0.1119 | 0.6819 | 0.8382 | 0.7520 | 0.9697 |
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+ | 0.0944 | 3.0 | 33315 | 0.1122 | 0.6826 | 0.8382 | 0.7524 | 0.9697 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.41.1
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+ - Pytorch 2.3.0
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+ - Datasets 2.19.1
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+ - Tokenizers 0.19.1
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