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kw_pubmed_1000_0.0003
enoriega/kw_pubmed_1000_0.0003
kw_pubmed_1000_0.0003 is a fill-mask model from enoriega. Use it when you need the model to fill a missing word. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Fill-Mask
- Library
- transformers
- License
- mit
- Model type
- bert
- Access
- Public
- Created
- May 10, 2022
- Updated
- May 10, 2022
- SHA
- 3c6df44a
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Datasets
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. -->
kw_pubmed_1000_0.0003
This model is a fine-tuned version of microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext on the keyword_pubmed_dataset dataset. It achieves the following results on the evaluation set:
- Loss: 4.7086
- Accuracy: 0.3394
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: 0.0003
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 250
- total_train_batch_size: 8000
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 0.09 | 4 | 4.3723 | 0.3436 |
| 6.0386 | 0.17 | 8 | 4.2113 | 0.3442 |
| 3.7573 | 0.26 | 12 | 4.2079 | 0.3634 |
| 2.9944 | 0.35 | 16 | 4.3370 | 0.3513 |
| 2.7048 | 0.44 | 20 | 4.8594 | 0.3067 |
| 2.7048 | 0.52 | 24 | 4.4929 | 0.3383 |
| 2.9458 | 0.61 | 28 | 4.5146 | 0.3408 |
| 2.3783 | 0.7 | 32 | 4.5680 | 0.3430 |
| 2.2485 | 0.78 | 36 | 4.5095 | 0.3477 |
| 2.1701 | 0.87 | 40 | 4.4971 | 0.3449 |
| 2.1701 | 0.96 | 44 | 4.7051 | 0.3321 |
| 2.0861 | 1.07 | 48 | 4.7615 | 0.3310 |
| 2.4168 | 1.15 | 52 | 4.7086 | 0.3394 |
Framework versions
- Transformers 4.18.0
- Pytorch 1.11.0
- Datasets 2.1.0
- Tokenizers 0.12.1
- Task
- Fill-Mask
- Library
- transformers
- Type
- bert
- License
- mit
- Created
- May 10, 2022
- Updated
- May 10, 2022