bart-abs-2409-1947-lr-0.0003-bs-2-maxep-6
This model is a fine-tuned version of sshleifer/distilbart-xsum-12-6 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 7.1441
- Rouge/rouge1: 0.3035
- Rouge/rouge2: 0.072
- Rouge/rougel: 0.2428
- Rouge/rougelsum: 0.2429
- Bertscore/bertscore-precision: 0.8724
- Bertscore/bertscore-recall: 0.8571
- Bertscore/bertscore-f1: 0.8646
- Meteor: 0.2108
- Gen Len: 29.0
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: 0.0003
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 6
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Rouge/rouge1 | Rouge/rouge2 | Rouge/rougel | Rouge/rougelsum | Bertscore/bertscore-precision | Bertscore/bertscore-recall | Bertscore/bertscore-f1 | Meteor | Gen Len |
---|---|---|---|---|---|---|---|---|---|---|---|---|
0.955 | 1.0 | 434 | 5.7740 | 0.2485 | 0.0542 | 0.1867 | 0.1867 | 0.8491 | 0.8557 | 0.8523 | 0.2552 | 54.0 |
0.8434 | 2.0 | 868 | 5.6927 | 0.2599 | 0.0592 | 0.202 | 0.2017 | 0.8553 | 0.8626 | 0.8589 | 0.2583 | 46.0 |
0.5948 | 3.0 | 1302 | 5.8907 | 0.2473 | 0.0528 | 0.1834 | 0.1833 | 0.8458 | 0.856 | 0.8508 | 0.2569 | 54.0 |
0.4377 | 4.0 | 1736 | 6.5736 | 0.2591 | 0.0557 | 0.2009 | 0.2012 | 0.859 | 0.8605 | 0.8597 | 0.2511 | 48.0 |
0.3416 | 5.0 | 2170 | 6.8597 | 0.3035 | 0.072 | 0.2428 | 0.2429 | 0.8724 | 0.8571 | 0.8646 | 0.2108 | 29.0 |
0.268 | 6.0 | 2604 | 7.1441 | 0.3035 | 0.072 | 0.2428 | 0.2429 | 0.8724 | 0.8571 | 0.8646 | 0.2108 | 29.0 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0
- Datasets 3.0.0
- Tokenizers 0.19.1
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Base model
sshleifer/distilbart-xsum-12-6