Prompt Engineering Guide: Guides, papers, and resources for prompt engineering

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com

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  • Prompt-Engineering-Guide

    🐙 Guides, papers, lecture, notebooks and resources for prompt engineering

  • Proper prompt engineering would likely involve finding emergent properties like this:

    https://github.com/dair-ai/Prompt-Engineering-Guide/blob/mai... (this is claimed, not proven)

    It only seems like a trick until enough papers get written about these kinds of findings.

  • empirical-philosophy

    A collection of empirical experiments using large language models and other neural network architectures to test the usefulness of metaphysical constructs.

  • I've been developing a methodology around prompt engineering that I have found very useful:

    https://github.com/williamcotton/empirical-philosophy/blob/m...

    A few more edits and it's ready for me to submit to HN and then get literally no further attention!

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • pal

    PaL: Program-Aided Language Models (ICML 2023) (by reasoning-machines)

  • Using the terminology that I'm working with this is an example of a second-order analytic augmentation!

    Here's another approach of second-order analytic augmentation, PAL: https://reasonwithpal.com

    And third-order, Toolformer: https://arxiv.org/abs/2302.04761

    The difference isn't in what is going on but rather with framing the approach within the analytic-synthetic distinction developed by Kant and the analytic philosophers who were influenced by his work. There's a dash of functional programming thrown in for good measure!

    I have scribbled on a print-out of the article on my desk:

      Nth Order

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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