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sentiment_roberta_twitter_imdb_10
pachequinho/sentiment_roberta_twitter_imdb_10
sentiment_roberta_twitter_imdb_10 is a text classification model from pachequinho. Use it when you need a label for a piece of text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- roberta
- Access
- Public
- Created
- Aug 22, 2023
- Updated
- Aug 22, 2023
- SHA
- 85427dd7
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Base models
Datasets
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. -->
sentiment_roberta_twitter_imdb_10
This model is a fine-tuned version of cardiffnlp/twitter-roberta-base-sentiment-latest on the imdb dataset with only 10% of the training data. It achieves the following results on the evaluation set:
- Loss: 0.2534
- Accuracy: 0.9288
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: 2
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 1.0 | 157 | 0.2284 | 0.9260 |
| No log | 2.0 | 314 | 0.2534 | 0.9288 |
Framework versions
- Transformers 4.32.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- Created
- Aug 22, 2023
- Updated
- Aug 22, 2023