home/roleplay/few-shot-classification

Few Shot Classification

GPTClaudeGemini··▲ 460 copies·updated 2026-07-14

few-shot-classification.prompt

Classify each support ticket into one of: BILLING, BUG, FEATURE_REQUEST, ACCOUNT, OTHER. Respond with only the label.

Ticket: I was charged twice this month, can you refund the duplicate?
Label: BILLING

Ticket: The export-to-CSV button hangs forever in Firefox.
Label: BUG

Ticket: It would be great if dark mode was the default on Sundays.
Label: FEATURE_REQUEST

Ticket: I cannot log in - says "invalid token" every time.
Label: ACCOUNT

Ticket: Your tool changed my life. Just wanted to say thanks!
Label: OTHER

Ticket: My credit card on file expired - how do I update it?
Label: BILLING

Ticket: Can you add Slack notifications for completed jobs?
Label: FEATURE_REQUEST

Ticket: The mobile app crashes when I tap the Settings tab on iOS 17.
Label: BUG

Ticket: Please delete my account and all associated data.
Label:

when to use it

Community prompt sourced from the open-source GitHub repo faraa2m/tokenometer (MIT). A "Few Shot Classification" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.