LLM prompt methods list

Prompt methods can be categorized by their structure, approach, and the specific purpose they serve. Here are various prompt methods, each with examples:

  1. Open-Ended Prompts
    These prompts are broad and encourage expansive, creative, or interpretative responses. They do not constrain the answer to a specific form or length.

Example:
“Describe your favorite childhood memory.”
“How do you think AI will change the future of work?”

  1. Closed-Ended Prompts
    These prompts are focused and often expect a brief or specific response, typically leading to “yes,” “no,” or a limited number of possible answers.

Example:
“Is Paris the capital of France?”
“Did you complete the assignment?”

  1. Scenario-Based Prompts
    This method presents a specific scenario to the user and asks them to respond or make decisions based on it. This helps assess problem-solving or critical thinking skills.

Example:
“You are a manager at a company, and one of your employees is consistently late. How do you address this situation?”
“Imagine you are an astronaut on a mission to Mars. What three things would you prioritize for survival?”

  1. Role-Playing Prompts
    In these prompts, the user is assigned a role, and they are asked to respond as if they were that person or entity.

Example:
“You are a customer service representative. How would you respond to a complaint about a delayed shipment?”
“Pretend you are a detective. How would you solve the mystery of a missing artifact?”

  1. Fill-in-the-Blank Prompts
    These prompts have incomplete sentences or statements that the user is required to complete, promoting critical thinking or creativity.

Example:
“The best way to spend a rainy day is .”
“If I could have any superpower, it would be
.”

  1. Comparison Prompts
    This method asks the user to compare two or more items, ideas, or scenarios and express preferences or insights.

Example:
“Compare and contrast working from home versus working in an office.”
“Which is more important in leadership: empathy or decisiveness? Explain your choice.”

  1. Reflective Prompts
    These prompts encourage the user to reflect on personal experiences, learning, or situations, fostering deeper thought.

Example:
“Think about a time when you overcame a challenge. What did you learn from that experience?”
“How has your perspective on life changed over the last five years?”

  1. Multiple Choice Prompts
    In this method, the user is given a set of options to choose from, often used for assessments or to narrow down specific preferences.

Example:
“Which of the following is the largest planet in our solar system? A) Earth B) Jupiter C) Mars D) Venus.”
“Which leadership style resonates most with you? A) Democratic B) Autocratic C) Transformational D) Laissez-faire.”

  1. Guided Prompts
    These are step-by-step or structured prompts that lead the user through a process or question by guiding their response at each stage.

Example:
“Step 1: Describe the problem you are facing. Step 2: List the potential solutions. Step 3: Identify the pros and cons of each solution. Step 4: Choose the best solution and explain why.”
“First, list three qualities of a great team member. Then, provide an example of when you demonstrated one of these qualities.”

  1. Challenge or Task-Based Prompts
    These prompts present a specific challenge or task for the user to solve or complete, fostering problem-solving and critical thinking.

Example:
“Design a solution to reduce the use of single-use plastics in a grocery store.”
“Write a Python script to sort a list of numbers in ascending order.”

  1. Hypothetical Prompts
    These prompts ask users to imagine a “what if” scenario, encouraging speculation, creativity, or hypothetical reasoning.

Example:
“What would you do if you suddenly found yourself in the year 2050?”
“If you could travel back in time to meet any historical figure, who would it be, and why?”

  1. Sequential Prompts
    In this method, prompts are broken down into a series of sequential questions that build upon one another, helping to guide the user through a complex idea or process.

Example:
“What is your goal for this project? What steps will you take to achieve it? How will you measure success?”
“Identify the key players in the American Revolution. What roles did they play? How did their actions shape the outcome?”

  1. Analytical or Critical Thinking Prompts
    These prompts ask users to analyze, evaluate, or critique a situation, idea, or concept, encouraging deeper thought and reasoning.

Example:
“Analyze the impact of climate change on global economic systems.”
“What are the potential downsides of relying on AI for decision-making in healthcare?”

  1. Opinion-Based Prompts
    This method asks for the user’s opinion on a topic or issue, often encouraging the user to justify or explain their point of view.

Example:
“Do you believe that social media has a positive or negative impact on society? Explain your reasoning.”
“Should students be required to wear uniforms in school? Why or why not?”

  1. Problem-Statement Prompts
    These prompts present a problem, and the user is tasked with providing potential solutions or responses.

Example:
“Your company is losing market share to a competitor. What steps would you take to regain your position?”
“A city’s population is growing rapidly, but its infrastructure is not keeping up. What strategies would you recommend to address this issue?”


Each of these methods serves a different purpose, ranging from encouraging creativity to fostering decision-making and critical analysis. Depending on the goal, these prompt methods can be customized to suit the needs of users in various contexts.

ChatGPT system prompts

ChatGPT system prompts can be designed for various purposes, such as creative thinking, problem-solving, education, or decision-making. Here are different examples of ChatGPT system prompts across various categories:

  1. Creative Writing Prompts
    “Write a short story about an unlikely friendship between two animals in a forest.”
    “Describe a futuristic city where humans coexist with intelligent robots.”
    “Create a poem inspired by the sound of rain hitting a window.”
  2. Educational Prompts
    “Explain the process of photosynthesis in simple terms for a 5th grader.”
    “Solve this math problem: What is 25% of 200?”
    “Describe the significance of the Industrial Revolution in world history.”
  3. Business and Marketing Prompts
    “Generate a SWOT analysis for Tesla.”
    “Create a marketing campaign for a new eco-friendly water bottle.”
    “Draft an email introducing a new product to potential clients.”
  4. Technical and Coding Prompts
    “Write Python code to calculate the Fibonacci sequence up to 100.”
    “Explain the concept of blockchain in simple terms.”
    “How does a neural network function in machine learning?”
  5. Decision-Making Prompts
    “List the pros and cons of switching to a remote work model.”
    “What are the key factors to consider when choosing between two job offers?”
    “How can a company increase employee engagement in the workplace?”
  6. Problem-Solving Prompts
    “Suggest strategies to reduce employee turnover in a small business.”
    “How can a city manage increasing traffic congestion?”
    “Propose solutions to reduce plastic waste in oceans.”
  7. Entertainment and Trivia Prompts
    “Name 5 popular movies directed by Steven Spielberg.”
    “Who won the FIFA World Cup in 2018?”
    “What are the top three highest-grossing video games of all time?”
  8. Health and Wellness Prompts
    “What are 5 exercises that can help improve posture?”
    “Explain how a balanced diet contributes to mental health.”
    “Suggest ways to manage stress in a high-pressure work environment.”
  9. Philosophical and Reflective Prompts
    “Is happiness a choice? Discuss.”
    “What does it mean to live a meaningful life?”
    “Is technology advancing too fast for society to adapt? Why or why not?”
  10. Scenario-Based Prompts
    “Imagine you are the CEO of a startup. How would you handle a major data breach?”
    “You are stranded on a deserted island. What are your top priorities for survival?”
    “A customer is dissatisfied with a product. How do you respond?”
    Each prompt can vary in its complexity and scope depending on the user’s goals or needs.

GitHub – LouisShark/chatgpt_system_prompt: A collection of GPT system prompts and various prompt injection/leaking knowledge.