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chinese-macbert-base-climate-related-prediction-v3
hw2942/chinese-macbert-base-climate-related-prediction-v3
chinese-macbert-base-climate-related-prediction-v3 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. 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
- Jul 25, 2024
- Updated
- Jul 25, 2024
- SHA
- 400f3537
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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. -->
chinese-macbert-base-climate-related-prediction-v3
This model is a fine-tuned version of hfl/chinese-macbert-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4502
- Accuracy: 0.95
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 | 0.5293 | 0.93 |
| No log | 2.0 | 350 | 0.7886 | 0.88 |
| 0.0192 | 3.0 | 525 | 0.2994 | 0.95 |
| 0.0192 | 4.0 | 700 | 0.4009 | 0.95 |
| 0.0192 | 5.0 | 875 | 0.4192 | 0.95 |
| 0.0027 | 6.0 | 1050 | 0.4326 | 0.95 |
| 0.0027 | 7.0 | 1225 | 0.4407 | 0.95 |
| 0.0027 | 8.0 | 1400 | 0.4461 | 0.95 |
| 0.0 | 9.0 | 1575 | 0.4493 | 0.95 |
| 0.0 | 10.0 | 1750 | 0.4502 | 0.95 |
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
- License
- apache-2.0
- Created
- Jul 25, 2024
- Updated
- Jul 25, 2024