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Five thousand images, one taxonomy

Two labelers had produced two datasets because the guideline said "mark damaged items" without defining damage. Rewritten with photographed edge cases; agreement went from the low sixties to the low nineties.

Before: Five thousand images, one taxonomy
After: Five thousand images, one taxonomy
Unlabeled Labeled

Five thousand images, one taxonomy

Written definition of correct, pilot batch, agreement measured, every item human-checked

Illustration, not a client job

AI Services Marketplace Rolling batches

Technique
Written definition of correct, pilot batch, agreement measured, every item human-checked
Industry
Marketplace
Turnaround
Rolling batches
A drawn illustration of what this service changes, not a client job.

Drag the handle to compare. The situation and the techniques are ones we have actually dealt with; the picture is drawn rather than photographed, because publishing a client's material without asking is not something we do — and because a diagram of the thing that changed is clearer than a screenshot of it.

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