diff --git "a/README.md" "b/README.md" new file mode 100644--- /dev/null +++ "b/README.md" @@ -0,0 +1,63 @@ +--- +license: mit +tags: +- generated_from_trainer +metrics: +- bleu +- rouge +model-index: +- name: mbart-large-50-Biomedical_Dataset + results: [] +--- + + + +# mbart-large-50-Biomedical_Dataset + +This model is a fine-tuned version of [facebook/mbart-large-50](https://huggingface.co./facebook/mbart-large-50) on the None dataset. +It achieves the following results on the evaluation set: +- Loss: 0.9425 +- Bleu: 38.9893 +- Rouge: {'rouge1': 0.6826259612196924, 'rouge2': 0.473675987811788, 'rougeL': 0.6586445010303293, 'rougeLsum': 0.6585487473231793} +- Meteor: {'meteor': 0.6299677745833094} +- Prediction lengths: [28, 15, 19, 14, 7, 9, 19, 12, 23, 32, 24, 24, 20, 23, 19, 12, 14, 22, 33, 40, 8, 33, 19, 32, 33, 21, 19, 47, 13, 15, 46, 33, 10, 16, 24, 40, 29, 4, 20, 21, 9, 7, 27, 20, 20, 21, 13, 10, 33, 25, 51, 29, 35, 7, 24, 24, 35, 29, 42, 53, 24, 4, 5, 46, 22, 18, 14, 35, 29, 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9, 28, 21, 31, 22, 37, 18, 30, 22, 11, 19, 26, 38, 32, 22, 29, 22, 30, 39, 22, 8, 38, 36, 43, 17, 17, 40, 14, 26, 24, 30, 33, 9, 10, 23, 27, 35, 7, 22, 13, 33, 22, 24, 15, 7, 38, 24, 13, 37, 18, 35, 18, 39, 16, 19, 31, 30, 18, 14, 22, 19, 34, 31, 43, 20, 19, 20, 11, 10, 29, 48, 48, 25, 29, 38, 12, 34, 34, 41, 15, 22, 4, 15, 21, 16, 32, 18, 8, 30, 18, 39, 10, 11, 44, 31, 11, 32, 26, 25, 9, 14, 6, 13, 54, 33, 26, 38, 17, 43, 20, 25, 44, 33, 13, 12, 14, 37, 10, 21, 11, 8, 35, 26, 13, 30, 42, 11, 13, 39, 23, 24, 9, 38, 37, 37, 7, 14, 9, 11, 17, 26, 46, 46, 20, 10, 11, 31, 21, 14, 28, 35, 23, 22, 36, 29, 9, 22, 8, 23, 15, 18, 19, 7, 22, 41, 17, 17, 17, 11, 36, 36, 14, 36, 35, 56, 22, 19, 9, 33, 23, 14, 21, 26, 9, 34, 11, 22, 13, 34, 10, 19, 35, 12, 22, 12, 49, 31, 32, 10, 11, 14, 16, 14, 42, 5, 27, 22, 21, 23, 35, 25, 8, 12, 21, 21, 33, 16, 24, 39, 13, 30, 16, 28, 9, 38, 34, 46, 21, 36, 34, 33, 40, 49, 18, 38, 40, 40, 26, 21, 12, 10, 34, 24, 40, 16, 36, 14, 31, 19, 6, 14, 6, 19, 6, 17, 12, 11, 35, 22, 26, 14, 18, 43, 10, 8, 22, 22, 10, 37, 17, 24, 41, 30, 35, 30, 25, 8, 36, 7, 7, 25, 39, 11, 29, 37, 37, 17, 21, 24, 25, 25, 36, 42, 36, 7, 40, 38, 27, 35, 21, 36, 15, 33, 22, 34, 12, 40, 21, 20, 13, 18, 31, 21, 20, 10, 34, 21, 27, 8, 6, 25, 22, 21, 9, 26, 56, 12, 34, 10, 25, 16, 13, 19, 11, 18] + +## 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: 32 +- eval_batch_size: 32 +- seed: 42 +- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 +- lr_scheduler_type: linear +- num_epochs: 1 + +### Training results + +| Training Loss | Epoch | Step | Validation Loss | Bleu | Rouge | Meteor | Prediction lengths | +|:-------------:|:-----:|:----:|:---------------:|:-------:|:--------------------------------------------------------------------------------------------------------------------------:|:------------------------------:|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------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+| 1.0165 | 1.0 | 2636 | 0.9425 | 38.9893 | {'rouge1': 0.6826259612196924, 'rouge2': 0.473675987811788, 'rougeL': 0.6586445010303293, 'rougeLsum': 0.6585487473231793} | {'meteor': 0.6299677745833094} | [28, 15, 19, 14, 7, 9, 19, 12, 23, 32, 24, 24, 20, 23, 19, 12, 14, 22, 33, 40, 8, 33, 19, 32, 33, 21, 19, 47, 13, 15, 46, 33, 10, 16, 24, 40, 29, 4, 20, 21, 9, 7, 27, 20, 20, 21, 13, 10, 33, 25, 51, 29, 35, 7, 24, 24, 35, 29, 42, 53, 24, 4, 5, 46, 22, 18, 14, 35, 29, 36, 23, 27, 37, 48, 11, 7, 31, 13, 15, 11, 48, 30, 24, 10, 20, 28, 40, 31, 9, 9, 22, 9, 41, 26, 29, 38, 14, 30, 13, 18, 19, 33, 29, 38, 37, 42, 8, 22, 42, 11, 6, 7, 10, 24, 8, 14, 30, 29, 39, 19, 14, 10, 17, 16, 15, 28, 38, 17, 33, 16, 37, 22, 34, 31, 8, 19, 8, 12, 17, 34, 26, 31, 29, 39, 26, 22, 24, 33, 28, 33, 15, 13, 35, 29, 40, 9, 24, 39, 27, 11, 28, 13, 9, 17, 14, 13, 20, 9, 11, 26, 15, 30, 21, 22, 18, 31, 16, 45, 8, 21, 37, 20, 35, 28, 37, 35, 19, 13, 34, 26, 13, 21, 8, 32, 18, 9, 40, 12, 10, 39, 21, 32, 12, 12, 47, 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38, 37, 37, 7, 14, 9, 11, 17, 26, 46, 46, 20, 10, 11, 31, 21, 14, 28, 35, 23, 22, 36, 29, 9, 22, 8, 23, 15, 18, 19, 7, 22, 41, 17, 17, 17, 11, 36, 36, 14, 36, 35, 56, 22, 19, 9, 33, 23, 14, 21, 26, 9, 34, 11, 22, 13, 34, 10, 19, 35, 12, 22, 12, 49, 31, 32, 10, 11, 14, 16, 14, 42, 5, 27, 22, 21, 23, 35, 25, 8, 12, 21, 21, 33, 16, 24, 39, 13, 30, 16, 28, 9, 38, 34, 46, 21, 36, 34, 33, 40, 49, 18, 38, 40, 40, 26, 21, 12, 10, 34, 24, 40, 16, 36, 14, 31, 19, 6, 14, 6, 19, 6, 17, 12, 11, 35, 22, 26, 14, 18, 43, 10, 8, 22, 22, 10, 37, 17, 24, 41, 30, 35, 30, 25, 8, 36, 7, 7, 25, 39, 11, 29, 37, 37, 17, 21, 24, 25, 25, 36, 42, 36, 7, 40, 38, 27, 35, 21, 36, 15, 33, 22, 34, 12, 40, 21, 20, 13, 18, 31, 21, 20, 10, 34, 21, 27, 8, 6, 25, 22, 21, 9, 26, 56, 12, 34, 10, 25, 16, 13, 19, 11, 18] | + + +### Framework versions + +- Transformers 4.26.1 +- Pytorch 2.0.1 +- Datasets 2.13.1 +- Tokenizers 0.13.3