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small-mlm-conll2003-from-scratch
muhtasham/small-mlm-conll2003-from-scratch
small-mlm-conll2003-from-scratch 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 20, 2023
- Updated
- Jan 20, 2023
- SHA
- d4a31092
Try a prompt
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. -->
small-mlm-conll2003-from-scratch
This model is a fine-tuned version of on the None dataset. It achieves the following results on the evaluation set:
- Loss: 7.3214
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 |
|---|---|---|---|
| 8.7308 | 0.4 | 500 | 8.2373 |
| 8.0354 | 0.8 | 1000 | 8.0130 |
| 7.8025 | 1.2 | 1500 | 7.7876 |
| 7.6226 | 1.6 | 2000 | 7.7022 |
| 7.4984 | 2.0 | 2500 | 7.6476 |
| 7.425 | 2.4 | 3000 | 7.5078 |
| 7.2991 | 2.8 | 3500 | 7.5017 |
| 7.242 | 3.2 | 4000 | 7.3558 |
| 7.1455 | 3.6 | 4500 | 7.3517 |
| 7.1126 | 4.0 | 5000 | 7.3214 |
Framework versions
- Transformers 4.26.0.dev0
- Pytorch 1.13.1+cu116
- Datasets 2.8.1.dev0
- Tokenizers 0.13.2
- Task
- Fill-Mask
- Library
- transformers
- Type
- bert
- Created
- Jan 20, 2023
- Updated
- Jan 20, 2023