Downloads · 30 days
8
28% of all-time downloads
tinybert_base_train_book_ent_15p_s_init_kd_complete_cola
gokulsrinivasagan/tinybert_base_train_book_ent_15p_s_init_kd_complete_cola
tinybert_base_train_book_ent_15p_s_init_kd_complete_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. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
All-time downloads
29
Public
Parameters
28.8M
460 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors115 MB · 99%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Jun 15, 2025
- Updated
- Jun 15, 2025
- SHA
- b32b56ec
Try a prompt
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. -->
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
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Languages
- en
- Created
- Jun 15, 2025
- Updated
- Jun 15, 2025