Downloads · 30 days
12
3% of all-time downloads
xlm-roberta-base-language-detection-disaster-twitter
JiaJiaCen/xlm-roberta-base-language-detection-disaster-twitter
xlm-roberta-base-language-detection-disaster-twitter is a text classification model from JiaJiaCen. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
All-time downloads
415
Public
Parameters
278M
3.4 GB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors1.1 GB · 98%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- xlm-roberta
- Access
- Public
- Created
- Mar 22, 2024
- Updated
- Mar 22, 2024
- SHA
- eac139c3
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. -->
xlm-roberta-base-language-detection-disaster-twitter
This model is a fine-tuned version of papluca/xlm-roberta-base-language-detection on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.4869
- F1: 0.7902
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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| No log | 1.0 | 381 | 0.4407 | 0.7701 |
| 0.4972 | 2.0 | 762 | 0.4186 | 0.7560 |
| 0.3742 | 3.0 | 1143 | 0.4869 | 0.7902 |
Framework versions
- Transformers 4.38.1
- Pytorch 2.1.2+cpu
- Datasets 2.1.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- xlm-roberta
- License
- mit
- Created
- Mar 22, 2024
- Updated
- Mar 22, 2024