Downloads · 30 days
19
40% of all-time downloads
distilbert_lda_100_v1_book_qqp
gokulsrinivasagan/distilbert_lda_100_v1_book_qqp
distilbert_lda_100_v1_book_qqp 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. --
All-time downloads
47
Public
Parameters
67M
2.1 GB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors268 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- distilbert
- Access
- Public
- Created
- Dec 9, 2024
- Updated
- Dec 9, 2024
- SHA
- 924e0655
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. -->
distilbert_lda_100_v1_book_qqp
This model is a fine-tuned version of gokulsrinivasagan/distilbert_lda_100_v1_book on the GLUE QQP dataset. It achieves the following results on the evaluation set:
- Loss: 0.2688
- Accuracy: 0.8875
- F1: 0.8500
- Combined Score: 0.8688
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 OptimizerNames.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 | Accuracy | F1 | Combined Score |
|---|---|---|---|---|---|---|
| 0.3709 | 1.0 | 1422 | 0.3001 | 0.8678 | 0.8193 | 0.8436 |
| 0.2573 | 2.0 | 2844 | 0.2834 | 0.8762 | 0.8426 | 0.8594 |
| 0.1922 | 3.0 | 4266 | 0.2688 | 0.8875 | 0.8500 | 0.8688 |
| 0.1411 | 4.0 | 5688 | 0.3129 | 0.8910 | 0.8506 | 0.8708 |
| 0.105 | 5.0 | 7110 | 0.3257 | 0.8932 | 0.8563 | 0.8748 |
| 0.0794 | 6.0 | 8532 | 0.3696 | 0.8901 | 0.8546 | 0.8723 |
| 0.0646 | 7.0 | 9954 | 0.3887 | 0.8889 | 0.8537 | 0.8713 |
| 0.0528 | 8.0 | 11376 | 0.4293 | 0.8906 | 0.8565 | 0.8735 |
Framework versions
- Transformers 4.46.1
- Pytorch 2.2.0+cu121
- Datasets 3.1.0
- Tokenizers 0.20.1
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- Languages
- en
- Created
- Dec 9, 2024
- Updated
- Dec 9, 2024