First they just ask “label this incident.” Quality is uneven, so th…

Question

First they just ask “label this incident.” Quality is uneven, so they paste three labeled incidents above the new one. What are those two patterns?

Accepted Answer

Zero-shot (instruction only) then few-shot (instruction plus a handful of demonstrations in the prompt). — “Label this incident” alone is zero-shot. Paste three labeled incidents above the new one and it is few-shot. Those examples live in the prompt and do not update weights. They are also not a giant-CSV wrangle.

Answer

Few-shot first, then zero-shot, because pasting examples removes the instruction.

Answer

Both are fine-tuning jobs, because examples in a prompt update weights.

Answer

Both are cuDF wrangles, because a labeled incident is a giant CSV.

First they just ask “label this incident.” Quality is uneven, so they paste three labeled incidents above the new one. What are those two patterns?

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