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bert-3-epoch-sentiment
Priyanka-Balivada/bert-3-epoch-sentiment
bert-3-epoch-sentiment is a text classification model from Priyanka-Balivada. 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
- bert
- Access
- Public
- Created
- Oct 29, 2023
- Updated
- Feb 19, 2024
- SHA
- 2d746850
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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. -->
bert-3-epoch-sentiment
This model is a fine-tuned version of bert-base-uncased on the tweet_eval dataset. It achieves the following results on the evaluation set:
- Loss: 2.5772
- Accuracy: 0.6746
- Precision: 0.6776
- Recall: 0.6746
- Micro-avg-recall: 0.6746
- Micro-avg-precision: 0.6746
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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | Micro-avg-recall | Micro-avg-precision |
|---|---|---|---|---|---|---|---|---|
| 0.1114 | 1.0 | 2851 | 2.2420 | 0.6662 | 0.6705 | 0.6662 | 0.6662 | 0.6662 |
| 0.0949 | 2.0 | 5702 | 2.5923 | 0.6539 | 0.6676 | 0.6539 | 0.6539 | 0.6539 |
| 0.2172 | 3.0 | 8553 | 2.5772 | 0.6746 | 0.6776 | 0.6746 | 0.6746 | 0.6746 |
Framework versions
- Transformers 4.33.0
- Pytorch 2.0.0
- Datasets 2.1.0
- Tokenizers 0.13.3
Author
Priyanka Balivada
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Languages
- en
- Created
- Oct 29, 2023
- Updated
- Feb 19, 2024