2. Few shot Prompting
Few shot Prompting
Few shot prompting involves providing a language model with a small number of examples or demonstrations related to a task before asking it to perform that task. This helps the model generalize and understand the desired behavior.
- Example: Training a language model to summarize text by providing a few examples like “Summarize: ‘A cat chased a mouse, and the mouse escaped.'”
15 different types of 2. Few shot Prompting examples for various real-life tasks:
- Translation Assistance:
- “Translate the following English sentence to Spanish: ‘Hello, how are you?'” {example question}
- “Translate the following French phrase to English: ‘Je t’aime.'”{actual question}
- Summarization Support:
- “Summarize the following paragraph into three sentences: ‘The benefits of exercise include improved physical health, mental well-being, and longevity.'”
- “Provide a summary of the plot of the novel ‘To Kill a Mockingbird.'”
- Coding Help:
- “Write a Python function that takes a list of numbers as input and returns the sum of all even numbers.”
- “Create a JavaScript snippet to sort an array in ascending order.”
- Recipe Generation:
- “Generate a recipe for spaghetti carbonara.”
- “Create a recipe for chocolate chip cookies.”
- Poetry Composition:
- “Write a short poem about nature using the following words: tree, breeze, and sunlight.”
- “Compose a haiku about the ocean.”
- Story Writing:
- “Craft a short story set in a haunted house.”
- “Write a children’s story featuring a talking animal as the main character.”
- Product Description Generation:
- “Write a product description for a new smartphone model.”
- “Create a product listing for a handmade ceramic mug.”
- Email Drafting:
- “Compose an email to a friend inviting them to a birthday party.”
- “Write a professional email requesting information about a job opening.”
- Resume Building:
- “Generate a resume for a software engineer with three years of experience.”
- “Create a CV for a graphic designer highlighting their skills and achievements.”
- Essay Writing:
- “Write an essay discussing the impact of social media on teenagers.”
- “Compose an argumentative essay on the topic of climate change.”
- Speech Writing:
- “Draft a speech for a school assembly on the importance of environmental conservation.”
- “Write a graduation speech addressing the challenges and opportunities ahead.”
- Creative Writing Prompts:
- “Generate three creative writing prompts related to time travel.”
- “Provide ideas for short story writing based on the theme of dreams.”
- Problem-Solving Scenarios:
- “Present a scenario where a character is lost in the wilderness and needs to find their way back home.”
- “Describe a situation where a team must work together to solve a complex puzzle.”
- Journal Entry Ideas:
- “Suggest topics for journal entries related to self-reflection and personal growth.”
- “Provide prompts for daily journaling about gratitude and mindfulness.”
- Language Learning Exercises:
- “Create exercises to practice verb conjugation in Spanish for the present tense.”
- “Design language learning prompts for practicing vocabulary related to food and cooking.”