
<!-- 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. -->

# hadith-finetuned-ner5

This model is a fine-tuned version of [CAMeL-Lab/bert-base-arabic-camelbert-msa-ner](https://huggingface.co/CAMeL-Lab/bert-base-arabic-camelbert-msa-ner) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1474
- Precision: 0.9051
- Recall: 0.9571
- F1: 0.9304
- Accuracy: 0.9515

## 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: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1     | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
| 0.6051        | 1.0   | 468  | 0.4087          | 0.7964    | 0.8190 | 0.8076 | 0.8642   |
| 0.3247        | 2.0   | 937  | 0.2471          | 0.8617    | 0.9112 | 0.8858 | 0.9226   |
| 0.1684        | 3.0   | 1405 | 0.1951          | 0.8843    | 0.9319 | 0.9075 | 0.9370   |
| 0.1163        | 4.0   | 1874 | 0.1581          | 0.8992    | 0.9545 | 0.9260 | 0.9489   |
| 0.1649        | 4.99  | 2340 | 0.1474          | 0.9051    | 0.9571 | 0.9304 | 0.9515   |


### Framework versions

- Transformers 4.35.0
- Pytorch 2.0.0
- Datasets 2.1.0
- Tokenizers 0.14.1

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "metrics": ["precision", "recall", "f1", "accuracy"], "base_model": "CAMeL-Lab/bert-base-arabic-camelbert-msa-ner", "model-index": [{"name": "hadith-finetuned-ner5", "results": []}]}
transformers tensorboard safetensors bert token-classification generated_from_trainer base_model:CAMeL-Lab/bert-base-arabic-camelbert-msa-ner license:apache-2.0 autotrain_compatible endpoints_compatible region:us