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@@ -145,7 +145,7 @@ dataset = load_dataset("bias-amplified-splits/mnli", "minority_examples")
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  # use the biased training split and anti-biased test split
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  train_dataset = dataset['train.biased']
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- eval_dataset = dataset['test.anti_biased']
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  ```
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  ## Dataset Structure
 
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  # use the biased training split and anti-biased test split
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  train_dataset = dataset['train.biased']
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+ eval_dataset = dataset['validation_matched.anti_biased']
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  ```
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  ## Dataset Structure