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hBERTv2_new_pretrain_48_emb_com_cola
gokuls/hBERTv2_new_pretrain_48_emb_com_cola
hBERTv2_new_pretrain_48_emb_com_cola is a text classification model from gokuls. 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
- hybridbert
- Access
- Public
- Created
- Jun 14, 2023
- Updated
- Jun 14, 2023
- SHA
- a71b8c36
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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. -->
hBERTv2_new_pretrain_48_emb_com_cola
This model is a fine-tuned version of gokuls/bert_12_layer_model_v2_complete_training_new_emb_compress_48 on the GLUE COLA dataset. It achieves the following results on the evaluation set:
- Loss: 0.6181
- Matthews Correlation: 0.0
- Accuracy: 0.6913
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: 4e-05
- train_batch_size: 128
- eval_batch_size: 128
- seed: 10
- distributed_type: multi-GPU
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Matthews Correlation | Accuracy |
|---|---|---|---|---|---|
| 0.6308 | 1.0 | 67 | 0.6420 | 0.0 | 0.6913 |
| 0.6219 | 2.0 | 134 | 0.6212 | 0.0 | 0.6913 |
| 0.6122 | 3.0 | 201 | 0.6237 | 0.0 | 0.6913 |
| 0.6165 | 4.0 | 268 | 0.6198 | 0.0 | 0.6913 |
| 0.6133 | 5.0 | 335 | 0.6236 | 0.0 | 0.6913 |
| 0.6105 | 6.0 | 402 | 0.6181 | 0.0 | 0.6913 |
| 0.6132 | 7.0 | 469 | 0.6288 | 0.0 | 0.6913 |
| 0.61 | 8.0 | 536 | 0.6188 | 0.0 | 0.6913 |
| 0.6103 | 9.0 | 603 | 0.6252 | 0.0 | 0.6913 |
| 0.6099 | 10.0 | 670 | 0.6301 | 0.0 | 0.6913 |
| 0.6091 | 11.0 | 737 | 0.6183 | 0.0 | 0.6913 |
Framework versions
- Transformers 4.30.2
- Pytorch 1.14.0a0+410ce96
- Datasets 2.12.0
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- hybridbert
- Languages
- en
- Created
- Jun 14, 2023
- Updated
- Jun 14, 2023