1. Standard prompt:

This is just asking a basic question and getting a basic (often wrong) answer.

But life can be better than this...

2. Few-Shot Prompting:

Provide in-context learning for LLMs by giving one example of a similar situation (question and answer), then asking about the scenario you need an answer for in the same prompt. This context helps LLMs answer accurately.

3. Prompt chaining:

Prompt chaining allows for multi-step operations. For example, in LLMs, one prompt can extract relevant quotes from a document, while another prompt uses these quotes and the original document to answer a question. Using the output of 1 prompt for the next.

Prompt chaining cont....

By chaining prompts your effectively creating a workflow and only asking the LLM to do 1 task at a time.

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