Downloads · 30 days
5
2% of all-time downloads
UIT-VSFC-Bert-CLSModel-v2
haihuynh/UIT-VSFC-Bert-CLSModel-v2
UIT-VSFC-Bert-CLSModel-v2 is a text classification model from haihuynh. 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
259
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
- Jun 20, 2024
- Updated
- Jun 20, 2024
- SHA
- c142f209
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. -->
UIT-VSFC-Bert-CLSModel-v2
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: 0.3111
- Accuracy: 0.8970
- F1: 0.6735
- Precision: 0.8209
- Recall: 0.6603
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: 128
- eval_batch_size: 128
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 90 | 0.5202 | 0.8023 | 0.5646 | 0.7190 | 0.5744 |
| No log | 2.0 | 180 | 0.3222 | 0.8844 | 0.6687 | 0.7587 | 0.6550 |
| No log | 3.0 | 270 | 0.3111 | 0.8970 | 0.6735 | 0.8209 | 0.6603 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.1.2
- Datasets 2.19.2
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Jun 20, 2024
- Updated
- Jun 20, 2024