Few-Shot Learning

General Productivityai-prompt-examplescustomer_feedback

Providing 3 labeled examples teaches the model the exact output format and classification logic without needing a long explanation. The model generalizes the pattern to new inputs.

Prompt
Convert the following customer feedback into a structured tag. Here are examples:\n\nFeedback: "The app crashes every time I try to upload a photo"\nTag: bug:upload, severity:critical, component:media\n\nFeedback: "Would love a dark mode option"\nTag: feature-request:ui, priority:low, component:settings\n\nFeedback: "Checkout is confusing, I almost gave up"\nTag: ux-issue:checkout, severity:high, component:payments\n\nNow classify this feedback:\nFeedback: "{{customer_feedback}}"\nTag:

Variables to customize

{{customer_feedback}}

Why this prompt works

Providing 3 labeled examples teaches the model the exact output format and classification logic without needing a long explanation. The model generalizes the pattern to new inputs.

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VERSION DIFF

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MCP
$ npm i -g @promptingbox/mcp
Claude · Cursor · ChatGPT

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