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.

Arrange the steps for deciding whether an Eyeball dev set is useful.

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?