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distilbert_lda_5_stsb
gokulsrinivasagan/distilbert_lda_5_stsb
distilbert_lda_5_stsb 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
- Nov 22, 2024
- Updated
- Nov 22, 2024
- SHA
- 9ed86269
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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_5_stsb
This model is a fine-tuned version of gokulsrinivasagan/distilbert_lda_5 on the GLUE STSB dataset. It achieves the following results on the evaluation set:
- Loss: 2.2504
- Pearson: nan
- Spearmanr: nan
- Combined Score: nan
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: 0.001
- 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: 30
Training results
| Training Loss | Epoch | Step | Validation Loss | Pearson | Spearmanr | Combined Score |
|---|---|---|---|---|---|---|
| 3.8631 | 1.0 | 23 | 2.2504 | nan | nan | nan |
| 2.1956 | 2.0 | 46 | 2.3759 | nan | nan | nan |
| 2.2328 | 3.0 | 69 | 2.2526 | nan | nan | nan |
| 2.2707 | 4.0 | 92 | 2.4113 | nan | nan | nan |
| 2.2144 | 5.0 | 115 | 2.6187 | -0.0129 | -0.0153 | -0.0141 |
| 2.1942 | 6.0 | 138 | 2.3527 | 0.0151 | 0.0163 | 0.0157 |
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
- Nov 22, 2024
- Updated
- Nov 22, 2024