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Longformer-110M-SSE50
hw2942/Longformer-110M-SSE50
Longformer-110M-SSE50 is a text classification model from hw2942. 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
- longformer
- Access
- Public
- Created
- Oct 6, 2023
- Updated
- Oct 6, 2023
- SHA
- 3fb19131
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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. -->
Erlangshen-Longformer-110M-wallstreetcn-morning-news-market-overview-SSE50-3
This model is a fine-tuned version of IDEA-CCNL/Erlangshen-Longformer-110M on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.5713
- Accuracy: 0.7879
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: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 1.0 | 34 | 0.7372 | 0.3939 |
| No log | 2.0 | 68 | 0.6541 | 0.6061 |
| No log | 3.0 | 102 | 0.5675 | 0.8182 |
| No log | 4.0 | 136 | 0.7171 | 0.4242 |
| No log | 5.0 | 170 | 0.5655 | 0.7879 |
| No log | 6.0 | 204 | 0.8401 | 0.5152 |
| No log | 7.0 | 238 | 1.1332 | 0.6364 |
| No log | 8.0 | 272 | 0.5260 | 0.7879 |
| No log | 9.0 | 306 | 0.7753 | 0.6970 |
| No log | 10.0 | 340 | 0.5713 | 0.7879 |
Framework versions
- Transformers 4.34.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.14.0
- Task
- Text Classification
- Library
- transformers
- Type
- longformer
- License
- apache-2.0
- Created
- Oct 6, 2023
- Updated
- Oct 6, 2023