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base_emotion_0410
LaoLaoFish/base_emotion_0410
base_emotion_0410 is a text classification model from LaoLaoFish. 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
- Apr 10, 2024
- Updated
- Apr 10, 2024
- SHA
- 26644444
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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. -->
base_emotion_0410
This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1160
- Accuracy: 0.9550
- F1: 0.9546
- Precision:: 0.9570
- Recall: 0.9545
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: 2
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision: | Recall |
|---|---|---|---|---|---|---|---|
| 0.2201 | 1.0 | 5053 | 0.1191 | 0.9561 | 0.9560 | 0.9579 | 0.9557 |
| 0.1087 | 2.0 | 10106 | 0.1160 | 0.9550 | 0.9546 | 0.9570 | 0.9545 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.2.2
- Datasets 2.18.0
- Tokenizers 0.15.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Created
- Apr 10, 2024
- Updated
- Apr 10, 2024