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FE prompt: FE通常不会make changes而是加新的特征
DI prompt: 要求让predictions最终结果一致,并提供例子
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@ -40,6 +40,7 @@ DI_INSTRUCTION = """
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1. Save the prediction results of BOTH the dev set and test set in `dev_predictions.csv` and `test_predictions.csv` respectively in the output directory.
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- Both files should contain a single column named `target` with the predicted values.
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2. Make sure the prediction results are in the same format as the target column in the training set.
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- For instance, if the target column is categorical, the prediction results should be categorical as well.
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## Output Performance
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Print the train and dev set performance in the last step.
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@ -26,7 +26,7 @@ The current task is about feature engineering. when performing it, please adhere
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- Avoid creating redundant or excessively numerous features in one step.
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- Exclude ID columns from feature generation and remove them.
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- Each feature engineering operation performed on the train set must also applies to the dev/test separately at the same time.
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- **ATTENTION** Do NOT use the label column to create features or make any changes to the label column, except for cat encoding.
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- **ATTENTION** Do NOT use the label column to create features, except for cat encoding.
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- Use the data from previous task result if exist, do not mock or reload data yourself.
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- Always copy the DataFrame before processing it and use the copy to process.
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"""
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