Prompt tuning Prompts

These are the prompts used to create the prompts that can be used to create a graph using an LLM.

The prompts created by these prompts are tuned to the documents, making them more likely to create a relevant graph.

The prompt for entity extraction is created like such:

  1. Domain: We fist ask the LLM to create the domains that the documents span

  2. Persona: with the domains the LLM can create a persona (e.g. You are an expert {{role}}.

    You are skilled at {{relevant skills}})

  3. Entity categories: using the domain and persona we ask the LLM to extract from the documents

    the categories a node could get (e.g. person, school of thought, ML)

  4. Examples: Using all of the above we ask the LLM to create some example document->entities

    extracted

  5. Entity extraction prompt: We merge all of the above information in a prompt that can be

    used to extract entities