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electra-finetuned-combo-with-context
willherbert27/electra-finetuned-combo-with-context
electra-finetuned-combo-with-context is a fill-mask model from willherbert27. 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
- electra
- Access
- Public
- Created
- Mar 10, 2024
- Updated
- Mar 10, 2024
- SHA
- db758916
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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. -->
electra-finetuned-combo-textbook
This model is a fine-tuned version of google/electra-small-generator on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.0465
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: 0.0001
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 20
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 3.1458 | 1.0 | 2468 | 2.8891 |
| 2.8707 | 2.0 | 4936 | 2.7016 |
| 2.7021 | 3.0 | 7404 | 2.5199 |
| 2.6068 | 4.0 | 9872 | 2.4902 |
| 2.5111 | 5.0 | 12340 | 2.4149 |
| 2.4193 | 6.0 | 14808 | 2.3743 |
| 2.383 | 7.0 | 17276 | 2.3333 |
| 2.3082 | 8.0 | 19744 | 2.2770 |
| 2.2723 | 9.0 | 22212 | 2.2606 |
| 2.2151 | 10.0 | 24680 | 2.2444 |
| 2.1869 | 11.0 | 27148 | 2.1859 |
| 2.1588 | 12.0 | 29616 | 2.1959 |
| 2.1188 | 13.0 | 32084 | 2.1490 |
| 2.0947 | 14.0 | 34552 | 2.1259 |
| 2.06 | 15.0 | 37020 | 2.1211 |
| 1.9976 | 16.0 | 39488 | 2.0701 |
| 1.9975 | 17.0 | 41956 | 2.1048 |
| 1.9479 | 18.0 | 44424 | 2.1072 |
| 1.9215 | 19.0 | 46892 | 2.0794 |
| 1.9426 | 20.0 | 49360 | 2.0465 |
Framework versions
- Transformers 4.38.2
- Pytorch 1.13.1+cu116
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Fill-Mask
- Library
- transformers
- Type
- electra
- License
- apache-2.0
- Created
- Mar 10, 2024
- Updated
- Mar 10, 2024