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Roberta-classweight-Sentiment-identifier
HerbertAIHug/Roberta-classweight-Sentiment-identifier
Roberta-classweight-Sentiment-identifier is a text classification model from HerbertAIHug. 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. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- roberta
- Access
- Public
- Created
- Sep 8, 2023
- Updated
- Sep 8, 2023
- SHA
- 8a103160
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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. -->
Roberta-classweight-Sentiment-identifier
This model is a fine-tuned version of roberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.8158
- F1: 0.6592
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: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| 0.8212 | 0.5 | 500 | 1.1575 | 0.2482 |
| 0.8156 | 1.0 | 1000 | 0.8164 | 0.6421 |
| 0.8291 | 1.5 | 1500 | 0.8158 | 0.6592 |
| 0.8044 | 2.01 | 2000 | 0.8315 | 0.6372 |
| 0.7937 | 2.51 | 2500 | 0.8362 | 0.6618 |
| 0.8094 | 3.01 | 3000 | 0.8188 | 0.6703 |
| 0.833 | 3.51 | 3500 | 0.8447 | 0.6650 |
| 0.8259 | 4.01 | 4000 | 0.8478 | 0.6631 |
| 0.8374 | 4.51 | 4500 | 0.8255 | 0.6626 |
Framework versions
- Transformers 4.33.1
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Created
- Sep 8, 2023
- Updated
- Sep 8, 2023