tinybert_base_train_book_ent_15p_s_init_kd_complete_cola
This model is a fine-tuned version of gokulsrinivasagan/tinybert_base_train_book_ent_15p_s_init_kd_complete on the GLUE COLA dataset. It achieves the following results on the evaluation set:
- Loss: 0.6090
- 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: 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 |
|---|---|---|---|---|---|
| 0.6163 | 1.0 | 34 | 0.6090 | 0.0 | 0.6913 |
| 0.5902 | 2.0 | 68 | 0.6198 | 0.0213 | 0.6903 |
| 0.5551 | 3.0 | 102 | 0.6394 | 0.0890 | 0.6942 |
| 0.508 | 4.0 | 136 | 0.6760 | 0.1395 | 0.6999 |
| 0.458 | 5.0 | 170 | 0.6523 | 0.2037 | 0.6922 |
| 0.4052 | 6.0 | 204 | 0.7032 | 0.1888 | 0.6961 |
Framework versions
- Transformers 4.51.2
- Pytorch 2.6.0+cu126
- Datasets 3.5.0
- Tokenizers 0.21.1
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Model tree for gokulsrinivasagan/tinybert_base_train_book_ent_15p_s_init_kd_complete_cola
Base model
google/bert_uncased_L-4_H-512_A-8Dataset used to train gokulsrinivasagan/tinybert_base_train_book_ent_15p_s_init_kd_complete_cola
Evaluation results
- Matthews Correlation on GLUE COLAself-reported0.000
- Accuracy on GLUE COLAself-reported0.691