Downloads · 30 days
17
2% of all-time downloads
finance_news_classifier-KR_v7
gabrielyang/finance_news_classifier-KR_v7
finance_news_classifier-KR_v7 is a text classification model from gabrielyang. 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
803
Public
Repo size
7.8 GB
Likes
1
Public
Repo makeup
Click a slice to open those files.
.bin1.1 GB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- xlm-roberta
- Access
- Public
- Created
- Aug 17, 2023
- Updated
- Aug 22, 2023
- SHA
- 849ae786
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. -->
finance_news_classifier-KR_v7
This model is a fine-tuned version of Hyeonseo/ko-finance_news_classifier on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2265
- Accuracy: 0.9701
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: 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: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 1.0 | 243 | 0.1994 | 0.9608 |
| No log | 2.0 | 486 | 0.1584 | 0.9660 |
| 0.1793 | 3.0 | 729 | 0.2011 | 0.9557 |
| 0.1793 | 4.0 | 972 | 0.2214 | 0.9629 |
| 0.085 | 5.0 | 1215 | 0.2885 | 0.9526 |
| 0.085 | 6.0 | 1458 | 0.2288 | 0.9660 |
| 0.0365 | 7.0 | 1701 | 0.2512 | 0.9619 |
| 0.0365 | 8.0 | 1944 | 0.2201 | 0.9670 |
| 0.0178 | 9.0 | 2187 | 0.2621 | 0.9598 |
| 0.0178 | 10.0 | 2430 | 0.2265 | 0.9701 |
Framework versions
- Transformers 4.28.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- xlm-roberta
- Languages
- ko
- Created
- Aug 17, 2023
- Updated
- Aug 22, 2023