Causation

Training–Dev Data Mismatch May Not Have a Clear Fix

When training and development data come from different distributions, obtaining or creating training examples that resemble the difficult development cases may reduce the mismatch. If suitable examples cannot be obtained, the mismatch may remain and there may be no obvious route to further improve development-set performance; success is therefore not guaranteed.

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Updated 2026-08-30

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