Downloads · 30 days
6
30% of all-time downloads
resume_model_3labels
zoedc/resume_model_3labels
resume_model_3labels is a text classification model from zoedc. 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
20
Public
Parameters
109M
438 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors438 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- May 27, 2024
- Updated
- May 27, 2024
- SHA
- 508f98d2
Try a prompt
Base models
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. -->
resume_model_3labels
This model is a fine-tuned version of bert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.3463
- Accuracy: 0.8667
- F1 Weighted: 0.8585
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: 2e-05
- train_batch_size: 2
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 Weighted |
|---|---|---|---|---|---|
| 1.0417 | 1.0 | 60 | 0.7481 | 0.8 | 0.7200 |
| 0.6973 | 2.0 | 120 | 0.5479 | 0.8 | 0.7200 |
| 0.5349 | 3.0 | 180 | 0.4014 | 0.7667 | 0.6874 |
| 0.4731 | 4.0 | 240 | 0.3294 | 0.8667 | 0.8585 |
| 0.3761 | 5.0 | 300 | 0.3463 | 0.8667 | 0.8585 |
Framework versions
- Transformers 4.41.0
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- May 27, 2024
- Updated
- May 27, 2024