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RoBERTa_Hatespeech_Classifier
samuelcolvin26/RoBERTa_Hatespeech_Classifier
RoBERTa_Hatespeech_Classifier is a text classification model from samuelcolvin26. 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
- Apr 20, 2024
- Updated
- Apr 25, 2024
- SHA
- 26980174
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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_Hatespeech_Classifier
This model is a fine-tuned version of FacebookAI/roberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2496
- F1: 0.9405
- Accuracy: 0.9570
- Precision: 0.9430
- Recall: 0.9379
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: 8
- seed: 100
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 4
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 | Accuracy | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.2219 | 1.0 | 5084 | 0.2074 | 0.8884 | 0.9181 | 0.8762 | 0.9010 |
| 0.1731 | 2.0 | 10168 | 0.2263 | 0.9211 | 0.9429 | 0.9201 | 0.9222 |
| 0.125 | 3.0 | 15252 | 0.2425 | 0.9360 | 0.9539 | 0.9396 | 0.9325 |
| 0.076 | 4.0 | 20336 | 0.2556 | 0.9401 | 0.9568 | 0.9438 | 0.9364 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.1.2
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Created
- Apr 20, 2024
- Updated
- Apr 25, 2024