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distilbert_lda_20_v1_book_cola
gokulsrinivasagan/distilbert_lda_20_v1_book_cola
distilbert_lda_20_v1_book_cola is a text classification model from gokulsrinivasagan. Use it when you need a label for a piece of text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- distilbert
- Access
- Public
- Created
- Dec 9, 2024
- Updated
- Dec 9, 2024
- SHA
- e075824c
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Base models
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. -->
distilbert_lda_20_v1_book_cola
This model is a fine-tuned version of gokulsrinivasagan/distilbert_lda_20_v1_book on the GLUE COLA dataset. It achieves the following results on the evaluation set:
- Loss: 0.5378
- Matthews Correlation: 0.3421
- Accuracy: 0.7459
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: 5e-05
- train_batch_size: 256
- eval_batch_size: 256
- seed: 10
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Matthews Correlation | Accuracy |
|---|---|---|---|---|---|
| 0.6102 | 1.0 | 34 | 0.6177 | 0.0 | 0.6913 |
| 0.5983 | 2.0 | 68 | 0.5930 | 0.0 | 0.6913 |
| 0.5164 | 3.0 | 102 | 0.5378 | 0.3421 | 0.7459 |
| 0.404 | 4.0 | 136 | 0.6224 | 0.3393 | 0.7469 |
| 0.299 | 5.0 | 170 | 0.6098 | 0.3787 | 0.7565 |
| 0.214 | 6.0 | 204 | 0.7013 | 0.3895 | 0.7603 |
| 0.1642 | 7.0 | 238 | 0.8343 | 0.3923 | 0.7632 |
| 0.1228 | 8.0 | 272 | 0.8104 | 0.4019 | 0.7584 |
Framework versions
- Transformers 4.46.3
- Pytorch 2.2.1+cu118
- Datasets 2.17.0
- Tokenizers 0.20.3
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- Languages
- en
- Created
- Dec 9, 2024
- Updated
- Dec 9, 2024