Downloads · 30 days
3
8% of all-time downloads
distilbert_lda_20_v1_mnli
gokulsrinivasagan/distilbert_lda_20_v1_mnli
distilbert_lda_20_v1_mnli 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
36
Public
Parameters
67M
4 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
- Nov 26, 2024
- Updated
- Dec 4, 2024
- SHA
- abbdebdc
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_20_v1_mnli
This model is a fine-tuned version of gokulsrinivasagan/distilbert_lda_20_v1 on the GLUE MNLI dataset. It achieves the following results on the evaluation set:
- Loss: 0.6113
- Accuracy: 0.7497
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 | Accuracy |
|---|---|---|---|---|
| 0.7997 | 1.0 | 1534 | 0.7015 | 0.6993 |
| 0.6366 | 2.0 | 3068 | 0.6519 | 0.7348 |
| 0.5415 | 3.0 | 4602 | 0.6345 | 0.7454 |
| 0.4571 | 4.0 | 6136 | 0.6564 | 0.7495 |
| 0.3787 | 5.0 | 7670 | 0.7103 | 0.7490 |
| 0.3108 | 6.0 | 9204 | 0.7443 | 0.7472 |
| 0.2508 | 7.0 | 10738 | 0.8307 | 0.7462 |
| 0.2051 | 8.0 | 12272 | 0.9429 | 0.7401 |
Framework versions
- Transformers 4.46.3
- Pytorch 2.2.1+cu118
- Datasets 2.17.0
- Tokenizers 0.20.3
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- Languages
- en
- Created
- Nov 26, 2024
- Updated
- Dec 4, 2024