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library_name: transformers |
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tags: [] |
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# Model Card for Model ID |
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This model is a fine-tuned version of [FacebookAI/xlm-roberta-large-finetuned-conll03-english](https://huggingface.co/FacebookAI/xlm-roberta-large-finetuned-conll03-english) on a synthetic Named Entity Recognition (NER) dataset in Bahasa Indonesia. |
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The dataset contains 25,000 samples in BIO format with annotations for various entity types. |
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## Model Details |
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### Model Description |
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<!-- Provide a longer summary of what this model is. --> |
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This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated. |
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- **Base Model:** Roberta |
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- **Model type:** Token Classification |
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- **Language(s) (NLP):** Bahasa Indonesia |
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- **Finetuned from model [optional]:** xlm-roberta-large-finetuned-conll03-english |
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### Training Performance |
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| Epoch | Training Loss | Training Accuracy | |
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|-------|------------------------|---------------------------| |
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| 1 | 0.012390273481311305 | 0.9912830868740373 | |
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| 2 | 0.002953063364330592 | 0.9979232802183077 | |
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### Performance |
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<!-- | Entity Type | Precision | Recall | F1-Score | Support | |
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|-------------|-----------|--------|----------|---------| |
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| DATE_TIME | 1.00 | 0.99 | 0.99 | 1474 | |
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| EMAIL | 1.00 | 1.00 | 1.00 | 8936 | |
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| GENDER | 1.00 | 1.00 | 1.00 | 1142 | |
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| LOC | 1.00 | 0.99 | 1.00 | 8295 | |
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| PER | 1.00 | 1.00 | 1.00 | 17005 | |
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| PHONE | 1.00 | 1.00 | 1.00 | 5845 | |
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| SSN | 1.00 | 1.00 | 1.00 | 16654 | |
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| **Micro Avg** | 1.00 | 1.00 | 1.00 | 59351 | |
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| **Macro Avg** | 1.00 | 1.00 | 1.00 | 59351 | |
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| **Weighted Avg** | 1.00 | 1.00 | 1.00 | 59351 | --> |
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Validation Loss: 0.0009539824152059737 |
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Validation Accuracy: 0.999389430961554 |
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