diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -10,19 +10,24 @@ model-index: 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. +This model is a fine-tuned version of [facebook/mbart-large-50](https://huggingface.co/facebook/mbart-large-50). + It achieves the following results on the evaluation set: -- Loss: 0.9425 +- Training Loss: 1.0165 +- Epoch: 1.0 +- Step: 2636 +- Validation 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, 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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] - +- Rouge Metrics: + - Rouge1: 0.6826259612196924 + - Rouge2: 0.473675987811788 + - RougeL: 0.6586445010303293 + - RougeLsum: 0.6585487473231793 +- Meteor: 0.6299677745833094 +- Prediction lengths: 24.362727392855568 + ## Model description More information needed @@ -48,12 +53,16 @@ The following hyperparameters were used during training: - lr_scheduler_type: linear - num_epochs: 1 -### Training results +### Training results [^1] + +| Training Loss | Epoch | Step | Validation Loss | Bleu | Rouge1 | Rouge2 | RougeL | RougeLsum | Meteor | Prediction Lengths | +| :-------------: | :-------------: | :-------------: | :-------------: | :-------------: | :-------------: | :-------------: | :-------------: | :-------------: | :-------------: | :-------------: | +| 1.0165 | 1.0 | 2636 | 0.9425 | 38.9893 | 0.6826 | 0.4737 | 0.6586 | 0.6585 | 0.6270 | 24.3627 | -| 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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12, 40, 17, 27, 15, 13, 14, 40, 10, 33, 31, 29, 38, 32, 31, 29, 8, 27, 52, 18, 15, 16, 35, 13, 11, 6, 28, 19, 25, 16, 25, 27, 35, 28, 20, 19, 22, 11, 32, 36, 27, 9, 8, 21, 23, 21, 32, 29, 28, 40, 18, 9, 40, 12, 7, 12, 15, 15, 44, 25, 30, 34, 23, 16, 21, 15, 39, 24, 14, 8, 38, 48, 26, 15, 21, 20, 21, 35, 35, 9, 14, 26, 15, 29, 20, 24, 39, 35, 14, 33, 38, 32, 30, 10, 9, 34, 8, 18, 48, 17, 35, 24, 27, 35, 22, 26, 44, 36, 35, 13, 32, 46, 39, 27, 17, 23, 10, 51, 19, 14, 16, 51, 21, 29, 36, 50, 19, 29, 33, 38, 15, 43, 17, 17, 9, 47, 7, 10, 23, 20, 23, 8, 24, 24, 12, 24, 24, 38, 27, 44, 25, 31, 33, 41, 9, 9, 22, 22, 35, 9, 43, 14, 26, 20, 18, 28, 29, 9, 45, 26, 10, 9, 16, 19, 23, 9, 14, 26, 27, 10, 27, 45, 20, 30, 19, 24, 45, 29, 16, 24, 45, 22, 29, 41, 32, 13, 10, 9, 30, 27, 31, 22, 20, 27, 22, 21, 18, 26, 24, 29, 34, 41, 40, 10, 16, 25, 27, 12, 22, 27, 17, 26, 39, 8, 15, 39, 9, 11, 18, 39, 12, 17, 20, 22, 34, 10, 18, 20, 8, 21, 40, 5, 8, 14, 11, 31, 13, 14, 31, 10, 22, 43, 31, 7, 7, 43, 18, 12, 46, 19, 29, 6, 7, 46, 19, 27, 53, 6, 20, 40, 20, 26, 34, 9, 42, 16, 26, 20, 35, 29, 38, 43, 34, 40, 24, 28, 23, 11, 10, 26, 9, 43, 12, 24, 23, 19, 15, 37, 39, 34, 11, 15, 21, 12, 13, 10, 25, 32, 32, 34, 13, 5, 31, 25, 18, 11, 8, 24, 9, 42, 40, 14, 30, 4, 29, 13, 17, 40, 33, 42, 38, 40, 22, 13, 28, 7, 33, 15, 33, 43, 20, 17, 11, 35, 31, 10, 19, 19, 32, 17, 13, 24, 31, 13, 20, 5, 7, 12, 13, 40, 15, 8, 33, 38, 22, 30, 48, 25, 19, 28, 8, 4, 21, 26, 31, 24, 35, 18, 18, 15, 44, 9, 15, 15, 29, 29, 7, 20, 28, 38, 13, 37, 12, 25, 36, 14, 19, 12, 26, 15, 38, 41, 11, 21, 58, 20, 40, 18, 11, 25, 10, 21, 20, 26, 32, 18, 13, 6, 20, 5, 57, 17, 30, 14, 14, 18, 24, 19, 20, 10, 10, 10, 18, 25, 33, 54, 13, 14, 22, 36, 25, 11, 45, 29, 30, 38, 41, 26, 6, 4, 20, 12, 8, 16, 14, 48, 38, 40, 36, 36, 16, 13, 14, 38, 16, 22, 30, 40, 22, 41, 14, 8, 18, 15, 35, 9, 35, 17, 15, 10, 9, 22, 17, 14, 17, 47, 40, 30, 40, 17, 9, 39, 30, 27, 41, 14, 35, 11, 15, 8, 46, 28, 26, 34, 35, 38, 34, 19, 35, 30, 19, 44, 7, 34, 8, 17, 35, 48, 7, 13, 40, 11, 36, 9, 20, 37, 15, 15, 18, 18, 28, 29, 29, 29, 28, 34, 10, 18, 12, 9, 34, 17, 10, 17, 15, 54, 37, 28, 5, 16, 14, 14, 39, 8, 27, 19, 20, 50, 47, 8, 15, 8, 23, 24, 30, 25, 50, 11, 36, 10, 32, 24, 44, 18, 26, 44, 21, 45, 13, 18, 22, 39, 44, 23, 18, 31, 15, 22, 28, 11, 36, 49, 12, 11, 10, 19, 37, 30, 30, 24, 27, 17, 31, 31, 38, 20, 31, 31, 30, 13, 24, 11, 8, 5, 26, 27, 15, 19, 42, 15, 24, 9, 27, 35, 7, 33, 25, 10, 45, 20, 16, 49, 6, 10, 9, 8, 33, 33, 25, 18, 44, 17, 42, 49, 23, 9, 11, 11, 36, 31, 11, 7, 30, 9, 12, 8, 11, 24, 15, 29, 7, 19, 13, 8, 29, 38, 9, 31, 33, 43, 48, 17, 45, 10, 34, 49, 8, 9, 15, 33, 34, 12, 29, 38, 32, 27, 18, 33, 32, 22, 27, 37, 82, 9, 14, 44, 25, 16, 18, 31, 46, 6, 8, 10, 18, 11, 23, 26, 26, 44, 16, 15, 33, 40, 41, 43, 31, 5, 6, 21, 34, 29, 15, 19, 30, 42, 23, 33, 21, 7, 13, 6, 32, 35, 17, 16, 22, 22, 6, 38, 42, 24, 26, 27, 30, 10, 31, 17, 11, 48, 27, 18, 27, 47, 19, 14, 10, 11, 31, 37, 27, 13, 38, 38, 7, 21, 30, 46, 29, 42, 37, 11, 20, 49, 7, 26, 27, 58, 23, 13, 18, 49, 13, 28, 19, 50, 24, 21, 13, 35, 34, 30, 30, 25, 21, 13, 28, 14, 20, 43, 32, 38, 41, 11, 50, 8, 22, 43, 7, 22, 13, 9, 28, 16, 24, 44, 25, 22, 9, 19, 18, 33, 41, 40, 17, 44, 20, 30, 5, 31, 12, 36, 21, 33, 24, 28, 9, 30, 34, 7, 31, 35, 41, 35, 34, 12, 24, 26, 21, 35, 38, 19, 29, 37, 37, 50, 18, 54, 56, 25, 27, 24, 31, 43, 7, 29, 35, 52, 12, 24, 11, 25, 37, 30, 37, 10, 45, 14, 34, 35, 13, 37, 47, 14, 32, 4, 10, 28, 45, 20, 10, 38, 13, 7, 32, 24, 29, 13, 13, 25, 19, 13, 24, 44, 25, 29, 10, 16, 27, 40, 29, 26, 39, 29, 31, 15, 11, 19, 43, 17, 16, 32, 8, 28, 33, 21, 18, 18, 19, 19, 13, 22, 8, 31, 5, 36, 50, 30, 13, 38, 40, 37, 19, 33, 55, 44, 31, 38, 24, 20, 31, 8, 34, 17, 18, 10, 33, 24, 35, 20, 45, 42, 44, 8, 21, 34, 15, 20, 27, 14, 23, 30, 8, 30, 48, 24, 12, 10, 17, 12, 9, 45, 10, 35, 30, 11, 10, 32, 8, 22, 32, 38, 13, 43, 37, 29, 9, 42, 33, 11, 16, 28, 59, 25, 52, 17, 18, 26, 21, 28, 24, 32, 42, 8, 12, 31, 7, 11, 19, 31, 16, 11, 10, 12, 40, 7, 10, 50, 20, 20, 31, 11, 18, 24, 17, 17, 29, 17, 43, 7, 21, 29, 17, 28, 29, 18, 49, 19, 9, 27, 46, 18, 26, 23, 16, 14, 22, 43, 13, 39, 35, 18, 27, 19, 26, 8, 24, 39, 21, 12, 17, 26, 25, 10, 17, 33, 40, 29, 30, 22, 30, 22, 10, 9, 35, 9, 34, 8, 26, 37, 18, 36, 37, 16, 27, 25, 32, 21, 11, 21, 39, 18, 22, 13, 40, 15, 10, 23, 24, 16, 47, 7, 25, 25, 18, 28, 46, 19, 35, 26, 36, 17, 24, 17, 6, 37, 8, 26, 29, 22, 14, 24, 23, 38, 28, 23, 12, 23, 12, 49, 32, 43, 12, 11, 22, 30, 34, 8, 22, 30, 40, 13, 37, 9, 20, 13, 13, 46, 6, 32, 25, 17, 32, 35, 38, 19, 25, 13, 36, 9, 31, 12, 8, 9, 39, 26, 25, 13, 34, 42, 34, 9, 21, 11, 11, 46, 42, 4, 24, 47, 44, 30, 47, 26, 30, 37, 77, 21, 37, 50, 20, 8, 28, 26, 11, 45, 19, 11, 26, 11, 9, 39, 18, 22, 11, 35, 39, 11, 10, 34, 31, 35, 9, 24, 12, 33, 38, 24, 40, 32, 47, 15, 18, 41, 31, 39, 19, 28, 22, 17, 37, 6, 37, 24, 9, 23, 14, 30, 47, 29, 14, 18, 28, 26, 19, 12, 18, 64, 6, 23, 27, 24, 19, 18, 26, 11, 46, 31, 12, 51, 21, 19, 30, 14, 37, 32, 6, 12, 29, 17, 16, 21, 31, 34, 11, 32, 12, 10, 7, 13, 16, 15, 18, 34, 9, 13, 11, 34, 46, 19, 20, 24, 39, 25, 28, 5, 6, 41, 25, 43, 40, 32, 35, 8, 15, 26, 21, 18, 11, 47, 41, 29, 44, 30, 14, 11, 16, 20, 24, 33, 30, 45, 36, 7, 43, 22, 10, 37, 20, 35, 27, 17, 26, 53, 14, 32, 22, 20, 27, 32, 5, 22, 32, 17, 29, 39, 20, 7, 24, 15, 19, 35, 44, 10, 36, 30, 43, 8, 10, 25, 29, 22, 10, 8, 15, 31, 44, 32, 43, 25, 37, 23, 9, 7, 24, 38, 14, 38, 13, 13, 21, 47, 29, 31, 26, 20, 26, 11, 17, 43, 5, 10, 28, 41, 17, 12, 16, 24, 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] | +
+Footnotes: +[^1]: All results in this table are rounded to the nearest ten-thousandths of the decimal. ### Framework versions @@ -61,3 +70,10 @@ The following hyperparameters were used during training: - Pytorch 2.0.1 - Datasets 2.13.1 - Tokenizers 0.13.3 + + +- 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: 24.362727392855568 \ No newline at end of file