Short Answer

Find the missing background sounds in the training set

Question: A voice-assistant team trained on recordings from quiet rooms then evaluated on clips collected in a busy train station. Which two background sounds were present in the evaluation clips but missing from the training data, contributing to poor recognition?

Sample answer: Train rumble and public announcements were missing from the training data but present in the evaluation set.

Key points:

  • Train rumble
  • Public announcements

Rubric: The response must mention both train rumble and public announcements as the background sounds absent from the training set.

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Updated 2026-08-12

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