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electra-base-gen-finetuned-amazon-review
milyiyo/electra-base-gen-finetuned-amazon-review
electra-base-gen-finetuned-amazon-review is a text classification model from milyiyo. 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
- electra
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Jan 18, 2022
- SHA
- 230ecaa4
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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. -->
electra-base-gen-finetuned-amazon-review
This model is a fine-tuned version of mrm8488/electricidad-base-generator on the amazon_reviews_multi dataset. It achieves the following results on the evaluation set:
- Loss: 1.8030
- Accuracy: 0.5024
- F1: 0.5063
- Precision: 0.5121
- Recall: 0.5024
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: 5e-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: 7
Training results
| Training Loss | Epoch | Step | Accuracy | F1 | Validation Loss | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.5135 | 1.0 | 1000 | 0.4886 | 0.4929 | 1.6580 | 0.5077 | 0.4886 |
| 0.4138 | 2.0 | 2000 | 0.5044 | 0.5093 | 1.7951 | 0.5183 | 0.5044 |
| 0.4244 | 3.0 | 3000 | 0.5022 | 0.5068 | 1.8108 | 0.5141 | 0.5022 |
| 0.4231 | 6.0 | 6000 | 1.7636 | 0.4972 | 0.5018 | 0.5092 | 0.4972 |
| 0.3574 | 7.0 | 7000 | 1.8030 | 0.5024 | 0.5063 | 0.5121 | 0.5024 |
Framework versions
- Transformers 4.15.0
- Pytorch 1.10.0+cu111
- Datasets 1.17.0
- Tokenizers 0.10.3
- Task
- Text Classification
- Library
- transformers
- Type
- electra
- Created
- Mar 2, 2022
- Updated
- Jan 18, 2022