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finetuned-twitter-xlm-roberta-base-emotion
02shanky/finetuned-twitter-xlm-roberta-base-emotion
finetuned-twitter-xlm-roberta-base-emotion is a text classification model from 02shanky. 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
- xlm-roberta
- Access
- Public
- Created
- Feb 9, 2023
- Updated
- Feb 9, 2023
- SHA
- 28e6d080
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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. -->
finetuned-twitter-xlm-roberta-base-emotion
This model is a fine-tuned version of cardiffnlp/twitter-xlm-roberta-base on the emotion dataset. It achieves the following results on the evaluation set:
- Loss: 0.1793
- Accuracy: 0.9305
- F1: 0.9307
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: 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: 8
Training results
Framework versions
- Transformers 4.26.1
- Pytorch 1.13.1+cu116
- Datasets 2.9.0
- Tokenizers 0.13.2
- Task
- Text Classification
- Library
- transformers
- Type
- xlm-roberta
- Created
- Feb 9, 2023
- Updated
- Feb 9, 2023