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Clinical-Longformer-MLM-pubmed
Gaborandi/Clinical-Longformer-MLM-pubmed
Clinical-Longformer-MLM-pubmed is a fill-mask model from Gaborandi. 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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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-MLM-pubmed
This model is a fine-tuned version of yikuan8/Clinical-Longformer on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.3126
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: 1
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 4
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3.0
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| No log | 1.0 | 471 | 1.3858 |
| No log | 2.0 | 942 | 1.3160 |
| No log | 3.0 | 1413 | 1.2951 |
Framework versions
- Transformers 4.17.0
- Pytorch 1.8.0
- Datasets 2.2.2
- Tokenizers 0.11.6
- Task
- Fill-Mask
- Library
- transformers
- Type
- longformer
- Created
- Jun 22, 2022
- Updated
- Jul 5, 2023