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clinical_longformer_same_tokens_cc
camilon/clinical_longformer_same_tokens_cc
clinical_longformer_same_tokens_cc is a fill-mask model from camilon. 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
- longformer
- Access
- Public
- Created
- Nov 2, 2023
- Updated
- Nov 5, 2023
- SHA
- 406fdeff
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Base models
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. -->
clinical_longformer_same_tokens_cc
This model is a fine-tuned version of allenai/longformer-base-4096 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.7387
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: 2e-05
- train_batch_size: 2
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 64
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1500
- num_epochs: 4
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 3.578 | 0.28 | 2 | 2.5967 |
| 2.8262 | 0.57 | 4 | 2.6161 |
| 2.6404 | 0.85 | 6 | 2.7073 |
| 2.5883 | 1.14 | 8 | 2.7756 |
| 2.7661 | 1.42 | 10 | 2.6908 |
| 2.695 | 1.71 | 12 | 2.5367 |
| 3.3694 | 1.99 | 14 | 2.6043 |
| 2.6329 | 2.28 | 16 | 2.5741 |
| 2.5998 | 2.56 | 18 | 2.6167 |
| 2.7418 | 2.84 | 20 | 2.5720 |
| 2.7355 | 3.13 | 22 | 2.5241 |
| 2.7436 | 3.41 | 24 | 2.6759 |
| 2.7103 | 3.7 | 26 | 2.6468 |
| 2.7274 | 3.98 | 28 | 2.7387 |
Framework versions
- Transformers 4.35.0
- Pytorch 2.1.0+cu118
- Datasets 2.14.6
- Tokenizers 0.14.1
- Task
- Fill-Mask
- Library
- transformers
- Type
- longformer
- License
- apache-2.0
- Created
- Nov 2, 2023
- Updated
- Nov 5, 2023