Instructions to use rosadecsai/led-large-16384-BASE3ep-ASPRPreACE3ep with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use rosadecsai/led-large-16384-BASE3ep-ASPRPreACE3ep with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, MultiTask_LED tokenizer = AutoTokenizer.from_pretrained("rosadecsai/led-large-16384-BASE3ep-ASPRPreACE3ep") model = MultiTask_LED.from_pretrained("rosadecsai/led-large-16384-BASE3ep-ASPRPreACE3ep", device_map="auto") - Notebooks
- Google Colab
- Kaggle
led-large-16384-BASE3ep-ASPRPreACE3ep
This model is a fine-tuned version of rosadecsai/led-large-16384-BASE3ep on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.0368
- Rouge1: 42.2843
- Rouge2: 14.6163
- Rougel: 20.4131
- Rougelsum: 39.8542
- Gen Len: 1.0
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
- gradient_accumulation_steps: 4
- total_train_batch_size: 16
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 3
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
|---|---|---|---|---|---|---|---|---|
| 2.31 | 1.0 | 1132 | 2.0537 | 45.1613 | 18.1592 | 20.5955 | 43.4243 | 1.0 |
| 2.3175 | 2.0 | 2264 | 2.0340 | 33.2871 | 13.3519 | 17.4757 | 32.1775 | 1.0 |
| 2.2535 | 2.9980 | 3393 | 2.0368 | 42.2843 | 14.6163 | 20.4131 | 39.8542 | 1.0 |
Framework versions
- Transformers 4.48.3
- Pytorch 2.11.0+cu128
- Datasets 4.8.5
- Tokenizers 0.21.4
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rosadecsai/led-large-16384-BASE3ep