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M11-random-similiarity_60
aomar85/M11-random-similiarity_60
M11-random-similiarity_60 is a text classification model from aomar85. Use it when you need a label for a piece of text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Sep 6, 2022
- Updated
- Sep 6, 2022
- SHA
- c5eb4be7
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Model card
From the Hugging Face model README
<!-- 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. -->
M11-random-similiarity
This model is a fine-tuned version of aubmindlab/bert-base-arabertv2 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0254
- Accuracy: 0.9971
- Precision: 0.9978
- Recall: 0.9963
- F1: 0.9971
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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
|---|---|---|---|---|---|---|---|
| 0.0208 | 1.0 | 13645 | 0.0128 | 0.9971 | 0.9970 | 0.9971 | 0.9971 |
| 0.0087 | 2.0 | 27290 | 0.0152 | 0.9973 | 0.9974 | 0.9971 | 0.9973 |
| 0.0057 | 3.0 | 40935 | 0.0174 | 0.9974 | 0.9974 | 0.9974 | 0.9974 |
| 0.0037 | 4.0 | 54580 | 0.0254 | 0.9971 | 0.9978 | 0.9963 | 0.9971 |
Framework versions
- Transformers 4.21.3
- Pytorch 1.12.1+cu113
- Datasets 2.4.0
- Tokenizers 0.12.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Created
- Sep 6, 2022
- Updated
- Sep 6, 2022