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product_classifier_split_url_nodigit_lv
sianbru/product_classifier_split_url_nodigit_lv
product_classifier_split_url_nodigit_lv is a text classification model from sianbru. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Sep 13, 2023
- Updated
- Sep 13, 2023
- SHA
- 959ecca7
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Base models
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. -->
product_classifier_split_url_nodigit_lv
This model is a fine-tuned version of bert-base-multilingual-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1212
- Accuracy: 0.9747
- F1: 0.9745
- Precision: 0.9745
- Recall: 0.9747
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: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 4
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.1798 | 1.0 | 1085 | 0.1438 | 0.9556 | 0.9556 | 0.9558 | 0.9556 |
| 0.1004 | 2.0 | 2170 | 0.1257 | 0.9688 | 0.9687 | 0.9687 | 0.9688 |
| 0.0673 | 3.0 | 3255 | 0.1175 | 0.9742 | 0.9741 | 0.9741 | 0.9742 |
| 0.037 | 4.0 | 4340 | 0.1212 | 0.9747 | 0.9745 | 0.9745 | 0.9747 |
Framework versions
- Transformers 4.32.0
- Pytorch 2.0.1+cu117
- Datasets 2.14.4
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Sep 13, 2023
- Updated
- Sep 13, 2023