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bert-base-chinese-climate-related-prediction-2
hw2942/bert-base-chinese-climate-related-prediction-2
bert-base-chinese-climate-related-prediction-2 is a text classification model from hw2942. 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
- Jul 26, 2024
- Updated
- Jul 26, 2024
- SHA
- 541c0634
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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-chinese-climate-related-prediction-2
This model is a fine-tuned version of bert-base-chinese on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1965
- Accuracy: 0.98
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
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 1.0 | 175 | 0.1499 | 0.96 |
| No log | 2.0 | 350 | 0.0987 | 0.98 |
| 0.0638 | 3.0 | 525 | 0.0951 | 0.99 |
| 0.0638 | 4.0 | 700 | 0.2270 | 0.97 |
| 0.0638 | 5.0 | 875 | 0.2088 | 0.97 |
| 0.0061 | 6.0 | 1050 | 0.1855 | 0.98 |
| 0.0061 | 7.0 | 1225 | 0.1858 | 0.98 |
| 0.0061 | 8.0 | 1400 | 0.1921 | 0.98 |
| 0.0001 | 9.0 | 1575 | 0.1958 | 0.98 |
| 0.0001 | 10.0 | 1750 | 0.1965 | 0.98 |
Framework versions
- Transformers 4.42.4
- Pytorch 2.3.1+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Created
- Jul 26, 2024
- Updated
- Jul 26, 2024