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pargraphs_titles
AhmedTaha012/pargraphs_titles
pargraphs_titles is a machine learning model from AhmedTaha012. Use it for the machine learning task on the model card, and read the license before you ship it in a product. 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
- Library
- transformers
- License
- apache-2.0
- Model type
- t5
- Access
- Public
- Created
- Dec 20, 2023
- Updated
- Dec 20, 2023
- SHA
- 2fcc1751
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. -->
pargraphs_titles
This model is a fine-tuned version of t5-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2408
- Rouge1: 68.8334
- Rouge2: 59.1001
- Rougel: 67.5283
- Rougelsum: 67.6312
- Gen Len: 13.7977
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: 4e-05
- train_batch_size: 4
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
|---|---|---|---|---|---|---|---|---|
| No log | 1.0 | 455 | 0.4086 | 56.8689 | 47.8503 | 56.3172 | 56.1544 | 13.7393 |
| 0.2169 | 2.0 | 910 | 0.1848 | 66.7857 | 58.5467 | 65.8133 | 65.7037 | 13.8604 |
| 0.1629 | 3.0 | 1365 | 0.1768 | 67.5534 | 59.4926 | 66.5736 | 66.5271 | 13.7222 |
| 0.1347 | 4.0 | 1820 | 0.2881 | 67.7423 | 58.9397 | 66.4095 | 66.5328 | 13.8362 |
| 0.1277 | 5.0 | 2275 | 0.2408 | 68.8334 | 59.1001 | 67.5283 | 67.6312 | 13.7977 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Tokenizers 0.15.0
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Dec 20, 2023
- Updated
- Dec 20, 2023