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distilroberta-base-finetuned-emotion
rgao/distilroberta-base-finetuned-emotion
distilroberta-base-finetuned-emotion is a text classification model from rgao. 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
- roberta
- Access
- Public
- Created
- Mar 27, 2024
- Updated
- Apr 1, 2024
- SHA
- 085eba9d
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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. -->
distilroberta-base-finetuned-emotion
This model is a fine-tuned version of distilbert/distilroberta-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.3813
- Accuracy: 0.85
- F1: 0.8467
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: 1e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 486
- 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 | F1 |
|---|---|---|---|---|---|
| 0.6888 | 1.0 | 31 | 0.6643 | 0.6 | 0.6854 |
| 0.5803 | 2.0 | 62 | 0.5248 | 0.7214 | 0.6549 |
| 0.4159 | 3.0 | 93 | 0.4856 | 0.7429 | 0.7187 |
| 0.3657 | 4.0 | 124 | 0.5175 | 0.7571 | 0.7119 |
| 0.3076 | 5.0 | 155 | 0.4071 | 0.8357 | 0.8321 |
| 0.2636 | 6.0 | 186 | 0.3781 | 0.85 | 0.8511 |
| 0.209 | 7.0 | 217 | 0.3813 | 0.85 | 0.8467 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- apache-2.0
- Created
- Mar 27, 2024
- Updated
- Apr 1, 2024