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bert-base-cased-MLM-chemistry-textCLS-PETROCHEMICAL
jonas-luehrs/bert-base-cased-MLM-chemistry-textCLS-PETROCHEMICAL
bert-base-cased-MLM-chemistry-textCLS-PETROCHEMICAL is a text classification model from jonas-luehrs. 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 22, 2023
- Updated
- Sep 22, 2023
- SHA
- 96061699
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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. -->
bert-base-cased-MLM-chemistry-textCLS-PETROCHEMICAL
This model is a fine-tuned version of jonas-luehrs/bert-base-cased-MLM-chemistry on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.5312
- F1: 0.7952
- Precision: 0.7860
- Recall: 0.8108
- Accuracy: 0.8108
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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 | Precision | Recall | Accuracy |
|---|---|---|---|---|---|---|---|
| 1.1794 | 1.0 | 125 | 0.6850 | 0.7443 | 0.7550 | 0.7658 | 0.7658 |
| 0.605 | 2.0 | 250 | 0.5785 | 0.7726 | 0.7675 | 0.7883 | 0.7883 |
| 0.4452 | 3.0 | 375 | 0.5312 | 0.7952 | 0.7860 | 0.8108 | 0.8108 |
Framework versions
- Transformers 4.33.2
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Sep 22, 2023
- Updated
- Sep 22, 2023