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distilroberta-clickbait
valurank/distilroberta-clickbait
distilroberta-clickbait is a text classification model from valurank. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as other.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- other
- Model type
- roberta
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Jun 8, 2022
- SHA
- 294a3fc0
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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. -->
distilroberta-clickbait
This model is a fine-tuned version of distilroberta-base on a dataset of headlines. It achieves the following results on the evaluation set:
- Loss: 0.0268
- Acc: 0.9963
Training and evaluation data
The following data sources were used:
- 32k headlines classified as clickbait/not-clickbait from kaggle
- A dataset of headlines from https://github.com/MotiBaadror/Clickbait-Detection
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 12345
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 16
- num_epochs: 20
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Acc |
|---|---|---|---|---|
| 0.0195 | 1.0 | 981 | 0.0192 | 0.9954 |
| 0.0026 | 2.0 | 1962 | 0.0172 | 0.9963 |
| 0.0031 | 3.0 | 2943 | 0.0275 | 0.9945 |
| 0.0003 | 4.0 | 3924 | 0.0268 | 0.9963 |
Framework versions
- Transformers 4.11.3
- Pytorch 1.10.1
- Datasets 1.17.0
- Tokenizers 0.10.3
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- other
- Created
- Mar 2, 2022
- Updated
- Jun 8, 2022