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@@ -68,8 +68,7 @@ Balanced accuracy metrics on all datasets.
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  `deberta-v3-large-zeroshot-v1.1-all-33` was trained on all datasets, with only maximum 500 texts per class to avoid overfitting.
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  The metrics on these datasets are therefore not strictly zeroshot, as the model has seen some data for each task.
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  `deberta-v3-large-zeroshot-v1.1-heldout` indicates zeroshot performance on the respective dataset.
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- To calculate these zeroshot metrics, 28 models were trained, each with one dataset held out from training to simulate a zeroshot setup.
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- The other setup (hyperparameters etc.) remained the same.
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  ![figure_large_v1.1](https://github.com/MoritzLaurer/zeroshot-classifier/blob/main/results/fig_large_v1.1.png)
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  `deberta-v3-large-zeroshot-v1.1-all-33` was trained on all datasets, with only maximum 500 texts per class to avoid overfitting.
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  The metrics on these datasets are therefore not strictly zeroshot, as the model has seen some data for each task.
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  `deberta-v3-large-zeroshot-v1.1-heldout` indicates zeroshot performance on the respective dataset.
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+ To calculate these zeroshot metrics, the pipeline was run 28 times, each time with one dataset held out from training to simulate a zeroshot setup.
 
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  ![figure_large_v1.1](https://github.com/MoritzLaurer/zeroshot-classifier/blob/main/results/fig_large_v1.1.png)
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