Downloads · 30 days
6
2% of all-time downloads
electra
jiiyy/electra
electra is a text classification model from jiiyy. 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
306
Public
Repo size
1.9 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin473 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- electra
- Access
- Public
- Created
- Aug 14, 2023
- Updated
- Aug 15, 2023
- SHA
- 5c3903e1
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. -->
electra
This model is a fine-tuned version of kykim/electra-kor-base on the nsmc dataset. It achieves the following results on the evaluation set:
- Loss: 0.2678
- Accuracy: 0.9130
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-06
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.2496 | 1.0 | 9375 | 0.2385 | 0.9072 |
| 0.2108 | 2.0 | 18750 | 0.2496 | 0.9127 |
| 0.1879 | 3.0 | 28125 | 0.2678 | 0.9130 |
Framework versions
- Transformers 4.31.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- electra
- Created
- Aug 14, 2023
- Updated
- Aug 15, 2023