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Bangla-twoclass-Sentiment-Analyzer
Arunavaonly/Bangla-twoclass-Sentiment-Analyzer
Bangla-twoclass-Sentiment-Analyzer is a text classification model from Arunavaonly. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- xlm-roberta
- Access
- Public
- Created
- Sep 3, 2023
- Updated
- Feb 24, 2024
- SHA
- b2b3ca5d
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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. -->
Bangla-Twoclass-Sentiment-Analyzer
This model is a fine-tuned version of xlm-roberta-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.7755
- F1: 0.6113
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: 3e-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
- training_steps: 1800
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| No log | 2.53 | 200 | 0.9869 | 0.4635 |
| No log | 5.06 | 400 | 0.8978 | 0.5858 |
| 0.8692 | 7.59 | 600 | 1.1978 | 0.6149 |
| 0.8692 | 10.13 | 800 | 1.5145 | 0.6112 |
| 0.3138 | 12.66 | 1000 | 2.0353 | 0.6041 |
| 0.3138 | 15.19 | 1200 | 2.4316 | 0.6203 |
| 0.3138 | 17.72 | 1400 | 2.6025 | 0.6002 |
| 0.0769 | 20.25 | 1600 | 2.6247 | 0.6082 |
| 0.0769 | 22.78 | 1800 | 2.7755 | 0.6113 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.1.0+cu121
- Datasets 2.17.1
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- xlm-roberta
- License
- mit
- Hf Inference
- live
- Created
- Sep 3, 2023
- Updated
- Feb 24, 2024