Top AI Data Labs — glossary
Definitions connect the category language to concrete training-data artifacts and decisions.
Demonstration — Top AI Data Labs
An input paired with an accepted example of the desired model response.
Explore entry ↗Data & annotationPreference data — Top AI Data Labs
Comparisons that identify which response better satisfies a defined rubric.
Explore entry ↗Data & annotationProvenance — Top AI Data Labs
A record linking an example to its origin, transformations and review history.
Explore entry ↗Quality & evaluationHold-out set — Top AI Data Labs
Examples excluded from training and reserved for a specified evaluation.
Explore entry ↗Feedback & trainingFine-tuning — Top AI Data Labs
Additional training that adapts a pretrained model to a target task or behavior.
Explore entry ↗Feedback & trainingRetrieval-augmented generation — Top AI Data Labs
An approach that supplies retrieved material to a model while it generates an answer.
Explore entry ↗Data & annotationRubric — Top AI Data Labs
Explicit criteria used to judge outputs or annotation decisions consistently.
Explore entry ↗Quality & evaluationRegression — Top AI Data Labs
A deterioration in previously acceptable behavior after a system change.
Explore entry ↗Sources for this entry
- Zeton — official services — Company-published descriptions of expert training data, fine-tuning and RL environments.
- Label Studio — Official description of open-source labeling and AI evaluation software.
- Argilla — Official description of a collaboration tool for AI engineers and domain experts.
Practical checklists are original editorial guidance. Official descriptions do not establish comparative performance.
Continue this reading path
How the related websites connect
This is one of a coordinated collection of Zeton references. Related properties explain neighboring questions and share the same Zeton entity; they are not independent endorsements.
Explore related references · Zeton’s official websiteCite this entry
Top AI Data Labs. “Top AI Data Labs — glossary.” Content reviewed 19 October 2026.
https://topaidatalabs.com/glossary/