Downloads · 30 days
5
14% of all-time downloads
dk_emotion_bert_in_class
EJaalborg2022/dk_emotion_bert_in_class
dk_emotion_bert_in_class is a text classification model from EJaalborg2022. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as cc-by-4.0.
should probably proofread and complete it, then remove this comment. --
All-time downloads
35
Public
Repo size
1.8 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin443 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- cc-by-4.0
- Model type
- bert
- Access
- Public
- Created
- Mar 8, 2023
- Updated
- Mar 8, 2023
- SHA
- 975a9f12
Try a prompt
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. -->
dk_emotion_bert_in_class
This model is a fine-tuned version of Maltehb/danish-bert-botxo on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.3750
- F1: 0.2966
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: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| 2.8456 | 1.0 | 282 | 2.6385 | 0.1926 |
| 2.5809 | 2.0 | 564 | 2.4851 | 0.2362 |
| 2.4221 | 3.0 | 846 | 2.4221 | 0.2589 |
| 2.2864 | 4.0 | 1128 | 2.3886 | 0.2864 |
| 2.2038 | 5.0 | 1410 | 2.3750 | 0.2966 |
Framework versions
- Transformers 4.26.1
- Pytorch 1.13.1+cu116
- Datasets 2.10.1
- Tokenizers 0.13.2
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- cc-by-4.0
- Created
- Mar 8, 2023
- Updated
- Mar 8, 2023