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Ernie-PoliticalBias-Finetune
harshal-11/Ernie-PoliticalBias-Finetune
Ernie-PoliticalBias-Finetune is a text classification model from harshal-11. 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
- ernie
- Access
- Public
- Created
- May 12, 2024
- Updated
- May 12, 2024
- SHA
- 4b79e002
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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. -->
Ernie-PoliticalBias-Finetune
This model is a fine-tuned version of nghuyong/ernie-1.0 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4782
- Accuracy: 0.8021
- F1: 0.7908
- Precision: 0.8155
- Recall: 0.7776
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: 5e-05
- train_batch_size: 8
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.587 | 1.0 | 3845 | 0.5531 | 0.7607 | 0.7532 | 0.7679 | 0.7454 |
| 0.7662 | 2.0 | 7690 | 0.5028 | 0.7948 | 0.7839 | 0.8301 | 0.7626 |
| 0.4928 | 3.0 | 11535 | 0.4782 | 0.8021 | 0.7908 | 0.8155 | 0.7776 |
| 0.414 | 4.0 | 15380 | 0.5139 | 0.8179 | 0.8043 | 0.8335 | 0.7878 |
| 0.2473 | 5.0 | 19225 | 0.5511 | 0.8218 | 0.8103 | 0.8193 | 0.8033 |
Framework versions
- Transformers 4.40.2
- Pytorch 2.1.2
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- ernie
- Created
- May 12, 2024
- Updated
- May 12, 2024