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roberta-base-go-emotions
Prasadrao/roberta-base-go-emotions
roberta-base-go-emotions is a text classification model from Prasadrao. 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
- Feb 16, 2024
- Updated
- Feb 20, 2024
- SHA
- 1e10bc8b
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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-base-go-emotions
This model is a fine-tuned version of roberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1074
- Accuracy: 0.4528
- Precision: 0.5044
- Recall: 0.4825
- F1: 0.4837
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: 64
- eval_batch_size: 64
- 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 | Accuracy | Precision | Recall | F1 |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 679 | 0.0903 | 0.4550 | 0.5113 | 0.4795 | 0.4741 |
| 0.0587 | 2.0 | 1358 | 0.0942 | 0.4502 | 0.5277 | 0.4725 | 0.4779 |
| 0.0587 | 3.0 | 2037 | 0.1011 | 0.4467 | 0.5084 | 0.5025 | 0.4957 |
| 0.0403 | 4.0 | 2716 | 0.1065 | 0.4609 | 0.5054 | 0.4780 | 0.4818 |
| 0.0403 | 5.0 | 3395 | 0.1074 | 0.4528 | 0.5044 | 0.4825 | 0.4837 |
Framework versions
- Transformers 4.37.0
- Pytorch 2.1.2
- Datasets 2.15.0
- Tokenizers 0.15.1
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Created
- Feb 16, 2024
- Updated
- Feb 20, 2024