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hana-persona-emotion-bert-simple-finetuning-1
eunyounglee/hana-persona-emotion-bert-simple-finetuning-1
hana-persona-emotion-bert-simple-finetuning-1 is a text classification model from eunyounglee. 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-sa-4.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- cc-by-sa-4.0
- Model type
- bert
- Access
- Public
- Created
- Mar 11, 2024
- Updated
- Mar 12, 2024
- SHA
- 46e0cc81
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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. -->
hana-persona-emotion-bert-simple-finetuning-1
This model is a fine-tuned version of klue/bert-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.5295
- Accuracy: 0.8043
- F1: 0.8041
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 | F1 |
|---|---|---|---|---|---|
| 0.4983 | 1.0 | 2284 | 0.4753 | 0.8052 | 0.8038 |
| 0.3728 | 2.0 | 4568 | 0.4923 | 0.8098 | 0.8078 |
| 0.2827 | 3.0 | 6852 | 0.5351 | 0.8070 | 0.8074 |
| 0.1906 | 4.0 | 9136 | 0.7375 | 0.8106 | 0.8099 |
| 0.155 | 5.0 | 11420 | 0.8906 | 0.8041 | 0.8040 |
| 0.1087 | 6.0 | 13704 | 1.1059 | 0.8050 | 0.8050 |
| 0.0732 | 7.0 | 15988 | 1.2882 | 0.8049 | 0.8053 |
| 0.0632 | 8.0 | 18272 | 1.3800 | 0.8066 | 0.8062 |
| 0.0369 | 9.0 | 20556 | 1.4939 | 0.8035 | 0.8028 |
| 0.0159 | 10.0 | 22840 | 1.5295 | 0.8043 | 0.8041 |
Framework versions
- Transformers 4.38.1
- Pytorch 2.2.0
- Datasets 2.17.1
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- cc-by-sa-4.0
- Created
- Mar 11, 2024
- Updated
- Mar 12, 2024