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sentiment-bloom-e6-b16
YanJiangJerry/sentiment-bloom-e6-b16
sentiment-bloom-e6-b16 is a text classification model from YanJiangJerry. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as bigscience-bloom-rail-1.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- bigscience-bloom-rail-1.0
- Model type
- bloom
- Access
- Public
- Created
- Jul 14, 2023
- Updated
- Jul 14, 2023
- SHA
- 0aabb95d
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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. -->
sentiment-bloom-e6-b16
This model is a fine-tuned version of LYTinn/bloom-finetuning-sentiment-model-3000-samples on the None dataset. It achieves the following results on the evaluation set:
- Loss: 6.2903
- F1: 0.6792
- Recall: 0.6792
- Precision: 0.6792
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: 6
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 | Recall | Precision |
|---|---|---|---|---|---|---|
| No log | 1.0 | 375 | 1.6115 | 0.3208 | 0.3208 | 0.3208 |
| 1.0514 | 2.0 | 750 | 1.4880 | 0.6685 | 0.6685 | 0.6685 |
| 0.3197 | 3.0 | 1125 | 2.6035 | 0.5876 | 0.5876 | 0.5876 |
| 0.1369 | 4.0 | 1500 | 4.2285 | 0.6550 | 0.6550 | 0.6550 |
| 0.1369 | 5.0 | 1875 | 7.1198 | 0.6927 | 0.6927 | 0.6927 |
| 0.0228 | 6.0 | 2250 | 6.2903 | 0.6792 | 0.6792 | 0.6792 |
Framework versions
- Transformers 4.30.2
- Pytorch 2.0.1+cu118
- Datasets 2.13.1
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- bloom
- License
- bigscience-bloom-rail-1.0
- Created
- Jul 14, 2023
- Updated
- Jul 14, 2023