ποΈ ChatGPT Prompt Framework
After going through the various scenarios discussed in the basic section, you should have a deeper understanding of prompts.
ποΈ Zero-Shot Prompts
In the previous section on inference scenarios, I mentioned the technique of Zero-Shot Prompting. This chapter will provide a detailed explanation of what it is and the techniques involved in using it.
ποΈ Few-Shot Prompting
I mentioned few-shot prompting for inference scenarios in the basics - this chapter covers its pros/cons and techniques.
ποΈ Self-Consistency
Self-consistency is a supplementary technique in Chain of Thought that allows the model to generate multiple chains of thought and select the most frequent answer as the final result.
ποΈ PAL Models
PAL Models stand for Program-Aided Language Models. Note this is quite advanced, even hacky in my opinion. Through testing, I've found current ChatGPT capabilities may not need this technique anymore.
ποΈ Using OpenAI Playground
If you want to have a better understanding of OpenAI's API and often encounter unavailability of ChatGPT, I recommend using OpenAI Playground. It is more stable.