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small-mlm-conll2003-custom-tokenizer
muhtasham/small-mlm-conll2003-custom-tokenizer
small-mlm-conll2003-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. 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
- Fill-Mask
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Jan 8, 2023
- Updated
- Jan 8, 2023
- SHA
- cc15a58b
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-custom-tokenizer
This model is a fine-tuned version of google/bert_uncased_L-4_H-512_A-8 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 7.6707
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
- num_epochs: 200
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 8.0464 | 0.4 | 500 | 7.7935 |
| 7.4688 | 0.8 | 1000 | 7.7245 |
| 7.1563 | 1.2 | 1500 | 7.6465 |
| 7.1426 | 1.6 | 2000 | 7.5638 |
| 6.9846 | 2.0 | 2500 | 7.7445 |
| 6.959 | 2.4 | 3000 | 7.6305 |
| 6.8141 | 2.8 | 3500 | 7.6707 |
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
- License
- apache-2.0
- Created
- Jan 8, 2023
- Updated
- Jan 8, 2023