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mgpt-finetuned-sentiment
poerwiyanto/mgpt-finetuned-sentiment
mgpt-finetuned-sentiment is a text classification model from poerwiyanto. 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
- gpt2
- Access
- Public
- Created
- Jul 31, 2023
- Updated
- Jul 31, 2023
- SHA
- 09f8630c
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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. -->
mgpt-finetuned-sentiment
This model is a fine-tuned version of ai-forever/mgpt on the English & Indonesian sentiment dataset. It achieves the following results on the evaluation set:
- Loss: 0.4932
- Accuracy: 0.8655
- F1: 0.8652
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: 2
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.5082 | 1.0 | 1185 | 0.4015 | 0.8550 | 0.8560 |
| 0.2174 | 2.0 | 2370 | 0.4932 | 0.8655 | 0.8652 |
Framework versions
- Transformers 4.32.0.dev0
- Pytorch 2.0.1+cu118
- Datasets 2.14.1
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- gpt2
- License
- apache-2.0
- Created
- Jul 31, 2023
- Updated
- Jul 31, 2023