Explain the primary limitation of manual error analysis on tasks humans cannot perform.
Question: Why is manual error analysis using an Eyeball dev set less effective when applied to tasks that humans are unable to perform well?
Sample answer: It is less effective because it is harder for humans to figure out why the algorithm did not classify an example correctly when humans themselves cannot perform the task well.
Key points:
- Harder to figure out why the algorithm did not classify an example correctly.
- Task is beyond human capability to perform well.
Rubric: The response must state that it is difficult to determine the reason/cause for the algorithm's misclassification.
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Explain the primary limitation of manual error analysis on tasks humans cannot perform.