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albert-xxlarge-v2-disaster-twitter-preprocess_data
JiaJiaCen/albert-xxlarge-v2-disaster-twitter-preprocess_data
albert-xxlarge-v2-disaster-twitter-preprocess_data is a text classification model from JiaJiaCen. 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
- albert
- Access
- Public
- Created
- Apr 4, 2024
- Updated
- Apr 5, 2024
- SHA
- 43991945
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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. -->
albert-xxlarge-v2-disaster-twitter-preprocess_data
This model is a fine-tuned version of albert-xxlarge-v2 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.4819
- F1: 0.7818
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: 6
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| 0.603 | 1.0 | 762 | 0.6956 | 0.0 |
| 0.5915 | 2.0 | 1524 | 0.7287 | 0.7011 |
| 0.5551 | 3.0 | 2286 | 0.5446 | 0.7629 |
| 0.4994 | 4.0 | 3048 | 0.4434 | 0.7722 |
| 0.4244 | 5.0 | 3810 | 0.4622 | 0.7840 |
| 0.4126 | 6.0 | 4572 | 0.4819 | 0.7818 |
Framework versions
- Transformers 4.38.1
- Pytorch 2.1.2
- Datasets 2.1.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- albert
- License
- apache-2.0
- Created
- Apr 4, 2024
- Updated
- Apr 5, 2024