All terms

Ground Truth

The verified, correct answer or label that a model's output (or an annotator's label) is measured against.

Ground truth is the reference point everything else is checked against - whether that's a gold response to a prompt, a correctly-drawn bounding box on an image, or a verified fact. Establishing ground truth is usually the highest-trust, best-paid step in a labeling pipeline, since every other judgment depends on it being right.

Example

Before a batch of images is sent out for annotation, a senior reviewer first establishes the ground-truth labels that new annotators' work will be checked against.

Common questions

Usually a senior domain expert or the client team, and often through a documented, auditable process, since so much downstream work depends on it being accurate.

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