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tiny-mlm-glue-qnli-from-scratch-custom-tokenizer-expand-vocab
muhtasham/tiny-mlm-glue-qnli-from-scratch-custom-tokenizer-expand-vocab
tiny-mlm-glue-qnli-from-scratch-custom-tokenizer-expand-vocab 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 31, 2023
- Updated
- Jan 31, 2023
- SHA
- c5d26a0b
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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-qnli-from-scratch-custom-tokenizer-expand-vocab
This model is a fine-tuned version of google/bert_uncased_L-2_H-128_A-2 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 6.5220
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 |
|---|---|---|---|
| 9.5281 | 0.4 | 500 | 8.3592 |
| 7.6191 | 0.8 | 1000 | 7.1164 |
| 6.8775 | 1.2 | 1500 | 6.7262 |
| 6.6762 | 1.6 | 2000 | 6.6561 |
| 6.6116 | 2.0 | 2500 | 6.6190 |
| 6.5919 | 2.4 | 3000 | 6.6003 |
| 6.575 | 2.8 | 3500 | 6.5831 |
| 6.5329 | 3.2 | 4000 | 6.5478 |
| 6.5152 | 3.6 | 4500 | 6.5384 |
| 6.5249 | 4.0 | 5000 | 6.5220 |
Framework versions
- Transformers 4.27.0.dev0
- Pytorch 1.13.1+cu116
- Datasets 2.9.1.dev0
- Tokenizers 0.13.2
- Task
- Fill-Mask
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Jan 31, 2023
- Updated
- Jan 31, 2023