Zero-Shot
Performing a task with no examples and no training for it.
Überblick
Zero-shot means asking a model to do something it was not trained on and giving it no examples - only a description of the task. It solves the problem that every supervised approach needs labelled data for each new task, which does not scale to tasks nobody has collected data for. It exists as the capability that made general-purpose models useful, and as the upper bound that few-shot prompting is measured against.
Technologiegraph
Wie Zero-Shot mit dem übrigen Stack zusammenhängt.
Nutzt und hängt ab von
Angewendet auf
- CLIP model Multimodal Zero-Shot used for CLIP High ✓ source
- Prompt Engineering technique Prompting Zero-Shot used for Prompt Engineering High ✓ source
Alternativen
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Few-Shot Learning
technique
Eine Alternative zu Zero-Shot · source
Vergleiche
Detaillierte Gegenüberstellungen mit den Alternativen oben.