promptbench VS awesome-gpt-prompt-engineering

Compare promptbench vs awesome-gpt-prompt-engineering and see what are their differences.

awesome-gpt-prompt-engineering

A curated list of awesome resources, tools, and other shiny things for GPT prompt engineering. (by snwfdhmp)
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promptbench awesome-gpt-prompt-engineering
4 18
2,103 811
9.0% -
9.2 6.6
13 days ago 7 days ago
Python Python
MIT License GNU General Public License v3.0 or later
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

promptbench

Posts with mentions or reviews of promptbench. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-02-13.
  • Show HN: Times faster LLM evaluation with Bayesian optimization
    6 projects | news.ycombinator.com | 13 Feb 2024
    Fair question.

    Evaluate refers to the phase after training to check if the training is good.

    Usually the flow goes training -> evaluation -> deployment (what you called inference). This project is aimed for evaluation. Evaluation can be slow (might even be slower than training if you're finetuning on a small domain specific subset)!

    So there are [quite](https://github.com/microsoft/promptbench) [a](https://github.com/confident-ai/deepeval) [few](https://github.com/openai/evals) [frameworks](https://github.com/EleutherAI/lm-evaluation-harness) working on evaluation, however, all of them are quite slow, because LLM are slow if you don't have infinite money. [This](https://github.com/open-compass/opencompass) one tries to speed up by parallelizing on multiple computers, but none of them takes advantage of the fact that many evaluation queries might be similar and all try to evaluate on all given queries. And that's where this project might come in handy.

  • FLaNK Weekly 31 December 2023
    25 projects | dev.to | 31 Dec 2023
  • FLaNK 25 December 2023
    33 projects | dev.to | 26 Dec 2023
  • Promptbench: A Unified Library for Evaluating and Understanding LLMs
    1 project | news.ycombinator.com | 25 Dec 2023

awesome-gpt-prompt-engineering

Posts with mentions or reviews of awesome-gpt-prompt-engineering. We have used some of these posts to build our list of alternatives and similar projects.

What are some alternatives?

When comparing promptbench and awesome-gpt-prompt-engineering you can also consider the following projects:

osgameclones - Open Source Clones of Popular Games

LLM-Prompt-Library - Advanced Code and Text Manipulation Prompts for Various LLMs. Suitable for GPT-4, Claude, Llama3, Gemini, and other high-performing open-source LLMs.

opencompass - OpenCompass is an LLM evaluation platform, supporting a wide range of models (Llama3, Mistral, InternLM2,GPT-4,LLaMa2, Qwen,GLM, Claude, etc) over 100+ datasets.

botbots - A dataset featuring diverse dialogues between two ChatGPT (gpt-3.5-turbo) instances with system messages written by GPT-4. Covering various contexts and tasks (task-oriented dialogue systems, abstract reasoning, brainstorming).

JavaOnRaspberryPi - Sources and scripts for the book "Getting started with Java on the Raspberry Pi"

Awesome-Prompt-Engineering - This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc

Zolver - Automatic jigsaw puzzle solver

promptflow - Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring.

FLiPStackWeekly - FLaNK AI Weekly covering Apache NiFi, Apache Flink, Apache Kafka, Apache Spark, Apache Iceberg, Apache Ozone, Apache Pulsar, and more...

GPT-4-Prompt-Library - Advanced Code and Text Manipulation Prompts for Various LLMs. Suitable for GPT-4, Claude, Llama2, Falcon, Bard, and other high-performing open-source LLMs. [Moved to: https://github.com/abilzerian/LLM-Prompt-Library]

Stirling-PDF - #1 Locally hosted web application that allows you to perform various operations on PDF files

tree-of-thoughts - Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70%