Ahmedhany216
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README.md
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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: CAMeL-Lab/bert-base-arabic-camelbert-msa
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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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- f1
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- precision
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- recall
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model-index:
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- name: Monglish_Arabic_FAQ-V3
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results: []
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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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# Monglish_Arabic_FAQ-V3
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This model is a fine-tuned version of [CAMeL-Lab/bert-base-arabic-camelbert-msa](https://huggingface.co/CAMeL-Lab/bert-base-arabic-camelbert-msa) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3059
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- Accuracy: 0.9558
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- F1: 0.9520
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- Precision: 0.9674
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- Recall: 0.9558
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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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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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 15
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### Training results
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| Training Loss | Epoch | Step | Accuracy | F1 | Validation Loss | Precision | Recall |
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|:-------------:|:-----:|:----:|:--------:|:------:|:---------------:|:---------:|:------:|
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| 1.1065 | 1.0 | 226 | 0.8850 | 0.8681 | 1.0925 | 0.9284 | 0.8850 |
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| 0.12 | 2.0 | 452 | 0.3676 | 0.9381 | 0.9392 | 0.9639 | 0.9381 |
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| 0.0403 | 3.0 | 678 | 0.2427 | 0.9558 | 0.9562 | 0.9705 | 0.9558 |
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| 0.0179 | 4.0 | 904 | 0.2722 | 0.9469 | 0.9443 | 0.9645 | 0.9469 |
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| 0.0129 | 5.0 | 1130 | 0.2694 | 0.9558 | 0.9520 | 0.9674 | 0.9558 |
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| 0.0151 | 6.0 | 1356 | 0.2493 | 0.9558 | 0.9520 | 0.9674 | 0.9558 |
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| 0.0046 | 7.0 | 1582 | 0.2811 | 0.9558 | 0.9520 | 0.9674 | 0.9558 |
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| 0.0036 | 8.0 | 1808 | 0.2630 | 0.9558 | 0.9520 | 0.9674 | 0.9558 |
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| 0.0051 | 9.0 | 2034 | 0.2787 | 0.9558 | 0.9520 | 0.9674 | 0.9558 |
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| 0.0038 | 10.0 | 2260 | 0.2924 | 0.9558 | 0.9520 | 0.9674 | 0.9558 |
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| 0.0027 | 11.0 | 2486 | 0.3098 | 0.9558 | 0.9520 | 0.9674 | 0.9558 |
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| 0.0034 | 12.0 | 2712 | 0.3010 | 0.9558 | 0.9520 | 0.9674 | 0.9558 |
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| 0.0046 | 13.0 | 2938 | 0.3051 | 0.9558 | 0.9520 | 0.9674 | 0.9558 |
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| 0.0033 | 14.0 | 3164 | 0.3070 | 0.9558 | 0.9520 | 0.9674 | 0.9558 |
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| 0.0016 | 15.0 | 3390 | 0.3059 | 0.9558 | 0.9520 | 0.9674 | 0.9558 |
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### Framework versions
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- Transformers 4.44.2
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- Pytorch 2.4.1+cu121
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- Datasets 3.0.0
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- Tokenizers 0.19.1
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runs/Sep24_13-39-02_94e5570e14ec/events.out.tfevents.1727185144.94e5570e14ec.206.1
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runs/Sep24_13-39-02_94e5570e14ec/events.out.tfevents.1727186768.94e5570e14ec.206.2
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