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notification-hub
uk4zor/notification-hub
notification-hub is a summarization model from uk4zor. Use it when you need a shorter version of a longer 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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.safetensors990 MB · 100%
At a glance
- Task
- Summarization
- Library
- transformers
- License
- apache-2.0
- Model type
- t5
- Access
- Public
- Created
- Nov 30, 2023
- Updated
- Dec 21, 2023
- SHA
- aafab56e
Try a prompt
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. -->
notification-hub
This model is a fine-tuned version of google/flan-t5-base on the samsum dataset. It achieves the following results on the evaluation set:
- Loss: 1.5633
- Rougel: 38.3354
- Rouge1: 44.3420
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: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 4
Training results
| Training Loss | Epoch | Step | Validation Loss | Rougel | Rouge1 |
|---|---|---|---|---|---|
| 1.6364 | 1.0 | 2482 | 1.5543 | 37.6025 | 43.5207 |
| 1.4764 | 2.0 | 4964 | 1.5466 | 38.2764 | 44.0569 |
| 1.3991 | 3.0 | 7446 | 1.5556 | 38.2109 | 43.9420 |
| 1.3365 | 4.0 | 9928 | 1.5633 | 38.3354 | 44.3420 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.15.0
- Tokenizers 0.15.0
- Task
- Summarization
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Nov 30, 2023
- Updated
- Dec 21, 2023