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AI & DataIntermediate

Zero-shot Prompting

PronunciationZEER-oh shot PROMP-ting

Definition

Zero-shot prompting is the technique of asking an LLM to perform a task without providing any prior examples or demonstrations in the prompt. The model relies entirely on its pre-trained knowledge to understand the instruction and generate a response.

Where you hear it

In AI engineering meetings, prompt engineering documentation, or when discussing LLM performance optimization.

Examples

  • "Try a zero-shot prompting approach first to see if the model can classify the sentiment without examples."
  • "The zero-shot prompting results were surprisingly accurate for this simple summarization task."

Common mistake

Assuming that zero-shot prompting will work for complex or highly specific tasks where the model needs context or a particular output format, often leading to poor performance that could be solved with few-shot prompting instead.