pal

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

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pal reviews and mentions

Posts with mentions or reviews of pal. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-02-21.
  • Prompt Engineering Guide: Guides, papers, and resources for prompt engineering
    4 projects | news.ycombinator.com | 21 Feb 2023
    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
  • [R] Faithful Chain-of-Thought Reasoning
    2 projects | /r/MachineLearning | 1 Feb 2023
  • GPT-3: Techniques to improve reliability
    2 projects | news.ycombinator.com | 20 Jan 2023
    GitHub: https://github.com/reasoning-machines/pal

    tl;dr -- LLMs are bad at basic arithmetic and logic (as their opening examples with math word problems show), but they do much better if instead of asking them for the answer, you ask for code to compute the answer. Then evaluate or run the code to get the answer.

  • A note from our sponsor - Stream
    getstream.io | 10 Jul 2025
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reasoning-machines/pal is an open source project licensed under Apache License 2.0 which is an OSI approved license.

The primary programming language of pal is Python.


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