CAIC 6 Flashcards
What is prompt design in the context of ChatGPT?
The input the user provides to generative models to control the output generated by those models.
What is the importance of well-defined prompts?
They guide the model toward generating relevant and accurate output.
What is hallucination in AI models?
The occurrence where an AI model generates fake or imagined data that resembles real-world data.
What practices can help prevent hallucinations in AI responses?
- Ensure prompts are well-defined
- Provide more context
- Avoid vague terms
- Keep prompts concise
What is the cut-off date for ChatGPT’s knowledge base?
2021
What is fine-tuning in the context of AI models?
The process of adapting a pre-trained model to a new task by altering its parameters.
What is the difference between zero-shot, one-shot, and few-shot learning?
- Zero-shot: No examples provided
- One-shot: One example provided
- Few-shot: More than 2-3 examples provided
What is the purpose of using few-shot learning?
To allow the model to learn from a small number of examples and generalize to new tasks.
What are some best practices for prompt design?
- Use simple sentences
- Favor short prompts
- Focus on a well-defined topic
- Maintain a consistent tone
- Ask ChatGPT to act as a specific person or system
What should you avoid when designing prompts for ChatGPT?
Using vague or ambiguous terms and creating overly complex sentences.
How does ChatGPT maintain context across multiple chats?
By automatically initiating new chats with relevant titles and retaining context from previous conversations.
What is the significance of ethical considerations in prompt design?
To prevent the model from generating harmful content.
Fill in the blank: A prompt should be ______ to help the model generate focused responses.
[well-defined]
True or False: ChatGPT can generate biased or inaccurate responses.
True
What role does context play in prompting ChatGPT?
It helps the model understand what the user is looking for and generates relevant responses.
What is the effect of poorly-defined prompts?
They can lead to irrelevant or confusing output.
What is the advantage of using few-shot learning in prompt design?
It allows control over the model’s output in terms of format, style, and taxonomy.
What is an effective way to start a conversation with ChatGPT?
With a concise, clear, and focused prompt.
