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[r/ML] [P] Is there a way to defend using a subset of data for ablation studies?

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Summary

A researcher is conducting an ablation study but is constrained by limited computational resources, forcing them to use only a subset of a large training dataset for both the baseline and subsequent model additions. They acknowledge the potential for these results not to generalize to the full dataset, as model performance might differ significantly with more data. The user is seeking a plausible justification or explanation for this methodology despite its limitations.

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