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distilbert-finetuned-tweet-eval
iaminhridoy/distilbert-finetuned-tweet-eval
distilbert-finetuned-tweet-eval is a text classification model from iaminhridoy. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Mar 12, 2024
- Updated
- Mar 13, 2024
- SHA
- 92852350
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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. -->
distilbert-finetuned-tweet-eval
This model is a fine-tuned version of distilbert-base-uncased on an tweet_eval/irony dataset. It achieves the following results on the evaluation set:
- Loss: 0.7944
- Accuracy: 0.6480
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: 9.345135299518317e-05
- train_batch_size: 64
- eval_batch_size: 64
- seed: 13
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 1.0 | 45 | 0.6137 | 0.6649 |
| No log | 2.0 | 90 | 0.6282 | 0.6869 |
| No log | 3.0 | 135 | 0.7045 | 0.7079 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.1.0+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Mar 12, 2024
- Updated
- Mar 13, 2024