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bert-mini-domain-adapted-imdb
rasyosef/bert-mini-domain-adapted-imdb
bert-mini-domain-adapted-imdb is a fill-mask model from rasyosef. Use it when you need the model to fill a missing word. It is set up for transformers. The card lists the license as mit.
This model is a fine-tuned version of prajjwal1/bert-mini on imdb movie reviews dataset. It achieves the following results on the evaluation set: - Loss: 2.7667 - Perplexity: 15.91
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At a glance
- Task
- Fill-Mask
- Library
- transformers
- License
- mit
- Model type
- bert
- Access
- Public
- Created
- Feb 29, 2024
- Updated
- Feb 29, 2024
- SHA
- 5669389c
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Datasets
Model card
From the Hugging Face model README
bert-mini-domain-adapted-imdb
This model is a fine-tuned version of prajjwal1/bert-mini on imdb movie reviews dataset. It achieves the following results on the evaluation set:
- Loss: 2.7667
- Perplexity: 15.91
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3.0
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 3.0658 | 1.0 | 782 | 2.8164 |
| 3.0034 | 2.0 | 1564 | 2.7746 |
| 2.9766 | 3.0 | 2346 | 2.7728 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.1.0+cu121
- Datasets 2.17.1
- Tokenizers 0.15.2
- Task
- Fill-Mask
- Library
- transformers
- Type
- bert
- License
- mit
- Languages
- en
- Created
- Feb 29, 2024
- Updated
- Feb 29, 2024