Downloads · 30 days
18
36% of all-time downloads
distilbert_lda_100_v1_book_rte
gokulsrinivasagan/distilbert_lda_100_v1_book_rte
distilbert_lda_100_v1_book_rte 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
50
Public
Parameters
67M
536 MB 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
- 7c611141
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_rte
This model is a fine-tuned version of gokulsrinivasagan/distilbert_lda_100_v1_book on the GLUE RTE dataset. It achieves the following results on the evaluation set:
- Loss: 0.6902
- Accuracy: 0.5271
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 |
|---|---|---|---|---|
| 0.7006 | 1.0 | 10 | 0.6935 | 0.4765 |
| 0.6908 | 2.0 | 20 | 0.6908 | 0.5199 |
| 0.6809 | 3.0 | 30 | 0.6902 | 0.5271 |
| 0.6542 | 4.0 | 40 | 0.6959 | 0.5343 |
| 0.5813 | 5.0 | 50 | 0.7287 | 0.5560 |
| 0.4761 | 6.0 | 60 | 0.7502 | 0.5632 |
| 0.3513 | 7.0 | 70 | 0.8904 | 0.5776 |
| 0.2219 | 8.0 | 80 | 1.1421 | 0.5415 |
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