Downloads · 30 days
12
1% of all-time downloads
aspect-finnlp-th
nlp-chula/aspect-finnlp-th
aspect-finnlp-th is a text classification model from nlp-chula. 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
1.3K
Public
Repo size
32.8 GB
Likes
1
Public
Repo makeup
Click a slice to open those files.
.bin421 MB · 99%
At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- camembert
- Access
- Public
- Created
- Aug 15, 2023
- Updated
- Oct 31, 2023
- SHA
- 0e71845f
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. -->
aspect-finnlp-th
This model is a fine-tuned version of airesearch/wangchanberta-base-att-spm-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.8123
- Accuracy: 0.7762
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: 3e-05
- 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: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 1.2935 | 1.0 | 512 | 0.9896 | 0.6811 |
| 0.9114 | 2.0 | 1024 | 0.8804 | 0.7221 |
| 0.64 | 3.0 | 1536 | 0.8094 | 0.7546 |
| 0.4395 | 4.0 | 2048 | 0.8038 | 0.7705 |
| 0.3559 | 5.0 | 2560 | 0.8123 | 0.7762 |
Framework versions
- Transformers 4.34.1
- Pytorch 2.1.0+cu118
- Datasets 2.14.6
- Tokenizers 0.14.1
- Task
- Text Classification
- Library
- transformers
- Type
- camembert
- Created
- Aug 15, 2023
- Updated
- Oct 31, 2023