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--- |
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language: en |
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tags: |
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- summarization |
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license: apache-2.0 |
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datasets: |
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- cnn_dailymail |
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- xsum |
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thumbnail: https://huggingface.co/front/thumbnails/distilbart_medium.png |
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--- |
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### Usage |
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This checkpoint should be loaded into `BartForConditionalGeneration.from_pretrained`. See the [BART docs](https://huggingface.co/transformers/model_doc/bart.html?#transformers.BartForConditionalGeneration) for more information. |
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### Metrics for DistilBART models |
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| Model Name | MM Params | Inference Time (MS) | Speedup | Rouge 2 | Rouge-L | |
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|:---------------------------|------------:|----------------------:|----------:|----------:|----------:| |
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| distilbart-xsum-12-1 | 222 | 90 | 2.54 | 18.31 | 33.37 | |
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| distilbart-xsum-6-6 | 230 | 132 | 1.73 | 20.92 | 35.73 | |
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| distilbart-xsum-12-3 | 255 | 106 | 2.16 | 21.37 | 36.39 | |
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| distilbart-xsum-9-6 | 268 | 136 | 1.68 | 21.72 | 36.61 | |
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| bart-large-xsum (baseline) | 406 | 229 | 1 | 21.85 | 36.50 | |
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| distilbart-xsum-12-6 | 306 | 137 | 1.68 | 22.12 | 36.99 | |
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| bart-large-cnn (baseline) | 406 | 381 | 1 | 21.06 | 30.63 | |
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| distilbart-12-3-cnn | 255 | 214 | 1.78 | 20.57 | 30.00 | |
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| distilbart-12-6-cnn | 306 | 307 | 1.24 | 21.26 | 30.59 | |
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| distilbart-6-6-cnn | 230 | 182 | 2.09 | 20.17 | 29.70 | |