Why is a manual review set less useful when people cannot do the task reliably themselves?

An eyeball-style dev set is equally helpful even when humans cannot perform the task well.

When people are poor at a task, it is harder to explain why the model _____ a case the right way.

Match each situation to the correct guidance about whether an eyeball dev set is worthwhile.

A company is training a system to detect tiny defects in industrial microscope images, but even expert inspectors cannot reliably tell when the system is wrong. What should they do about the Eyeball dev set?

A manually reviewed dev set may be omitted when people cannot reliably judge whether the model is correct.

If people cannot judge the task reliably, you might _____ an Eyeball dev set altogether.

Match the manual review concept to its role in model debugging.

Order the reasoning steps that explain why a manual review set adds little value when people cannot reliably do the task themselves.

When an Eyeball Dev Set Becomes Less Useful

Deciding whether to build a manual review set for satellite burst detection.

Why is manual review of mistakes less useful on tasks people cannot do reliably?