Downloads · 30 days
11
3% of all-time downloads
bertweet-base_epoch3_batch4_lr2e-05_w0.01
YanJiangJerry/bertweet-base_epoch3_batch4_lr2e-05_w0.01
bertweet-base_epoch3_batch4_lr2e-05_w0.01 is a text classification model from YanJiangJerry. 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
337
Public
Repo size
2.2 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin540 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- roberta
- Access
- Public
- Created
- Aug 5, 2023
- Updated
- Aug 5, 2023
- SHA
- dc7a24bd
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. -->
bertweet-base_epoch3_batch4_lr2e-05_w0.01
This model is a fine-tuned version of vinai/bertweet-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5753
- Accuracy: 0.8687
- F1: 0.8275
- Precision: 0.8109
- Recall: 0.8448
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: 4
- eval_batch_size: 4
- 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 | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.5235 | 1.0 | 788 | 0.4170 | 0.8643 | 0.8076 | 0.8562 | 0.7642 |
| 0.3755 | 2.0 | 1576 | 0.5068 | 0.8699 | 0.8272 | 0.8187 | 0.8358 |
| 0.2978 | 3.0 | 2364 | 0.5753 | 0.8687 | 0.8275 | 0.8109 | 0.8448 |
Framework versions
- Transformers 4.31.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.3
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- Created
- Aug 5, 2023
- Updated
- Aug 5, 2023