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tiny-mlm-glue-cola-from-scratch-custom-tokenizer
muhtasham/tiny-mlm-glue-cola-from-scratch-custom-tokenizer
tiny-mlm-glue-cola-from-scratch-custom-tokenizer is a fill-mask model from muhtasham. Use it when you need the model to fill a missing word. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Fill-Mask
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Jan 12, 2023
- Updated
- Jan 12, 2023
- SHA
- b6f4d920
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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. -->
tiny-mlm-glue-cola-from-scratch-custom-tokenizer
This model is a fine-tuned version of on the None dataset. It achieves the following results on the evaluation set:
- Loss: 6.2646
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: 3e-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: constant
- training_steps: 5000
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 8.2649 | 0.47 | 500 | 7.5102 |
| 7.0502 | 0.94 | 1000 | 6.8533 |
| 6.5834 | 1.4 | 1500 | 6.7023 |
| 6.3077 | 1.87 | 2000 | 6.6566 |
| 6.1706 | 2.34 | 2500 | 6.4929 |
| 6.128 | 2.81 | 3000 | nan |
| 6.1135 | 3.27 | 3500 | 6.3916 |
| 5.964 | 3.74 | 4000 | 6.2980 |
| 5.967 | 4.21 | 4500 | 6.2670 |
| 5.901 | 4.68 | 5000 | 6.2646 |
Framework versions
- Transformers 4.26.0.dev0
- Pytorch 1.13.0+cu116
- Datasets 2.8.1.dev0
- Tokenizers 0.13.2
- Task
- Fill-Mask
- Library
- transformers
- Type
- bert
- Created
- Jan 12, 2023
- Updated
- Jan 12, 2023