Why it matters

Labeling shapes model quality. Understanding shapes ops.

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The architecture

Labeling task design.

Reviewer pool.

Quality control.

Aggregation.

Delivery.

Labeling pipelineTask designclear + specificReviewer pooltrained + calibratedQA + aggregateconsensus + spot checkScale AI + Surge AI + Snorkel + Labelbox + Argilla common vendors + tools
LLM labeling.
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How it works end to end

Scale AI + Surge AI + Snorkel + Labelbox + Argilla.

Reviewer training + calibration.

QA workflow.

IAA metrics.