ChatGPT is trained to generalize from examples. By providing a few relevant examples in your prompt, you guide the model to better understand the task.
ChatGPT is trained to generalize from examples. By providing a few relevant examples in your prompt, you guide the model to better understand the task.
Few-shot prompting is a technique where you provide the AI with a few examples of inputs and corresponding outputs before asking it to generate a response for a new input. These examples act as a “mini training set,” helping the AI understand the desired format, tone, and structure of the response.
Why Few-Shot Prompting Works
Contextual Learning: By showing examples, the AI better understands the task, even if it wasn’t explicitly trained on it during pretraining.
Reduces Ambiguity: Clear examples eliminate guesswork, guiding the AI to generate responses that align closely with user expectations.
Versatility: Few-shot prompting works well across domains, from technical explanations to creative writing, enabling the AI to adapt to various contexts.
Improves Quality: The provided examples serve as templates, ensuring the output is coherent, structured, and relevant.
No Fine-Tuning Needed: Few-shot prompting achieves task-specific behavior without requiring model retraining, making it quick and efficient.
Example 1: Product description
Prompt: "Here’s how to format a product description:
Product: Laptop
Description: A lightweight, high-performance laptop with 16GB RAM. Now, write a description for:
Product: Smartphone"
Example 2: Customer Service Emails
Prompt: "Here are examples of customer service responses:
Customer Query: 'I received a damaged product. Can you help?'
Response: 'We’re sorry to hear about this! Please send us a picture of the damaged product, and we’ll arrange a replacement immediately.'
Customer Query: 'I want to cancel my subscription. How do I do that?'
Response: 'We’re sorry to see you go! To cancel your subscription, please visit your account settings or contact us for assistance.'
Now, here’s a new query: 'I haven’t received my order, and it’s been two weeks. Can you check?'
Response:"
Example 3: Creative Writing
Prompt: *"Here are a few examples of short, inspiring stories:
'A young girl planted a single seed in her backyard. Years later, that tree became the centerpiece of a thriving community garden.'
'An elderly man taught himself to play the violin at 70. By 75, he was performing for his grandchildren’s school recitals.'
Now, write a short, inspiring story about someone overcoming a fear
