AutoArena: Rank and Compare Different Versions of Your Generative AI System

AutoArena

Overview

But imagine if you could, with ease, find the best version of your Gen AI system. Thanks to AutoArena, now you will! AutoArena is an open-source tool that enables one to stack rank versions of your AI by comparing models, tweaking prompts, or adjusting how you are pulling in context from a RAG system. TheAutoArena automates head-to-head comparisons of model outputs, calculating Elo scores to feed into a global leaderboard representing various performants' versions.

What are the main features of AutoArena?

 

  • Settings optimisation: rank the output of LLMs, RAG settings and prompts to identify the best setting.
  • Automator evaluations: Directly compete using auto-judges based on local models, or the top APIs including OpenAI, Anthropic, and Cohere.
  • Custom judges: Add your internal services or write custom logic to do tailored judgments.
  • Full control of your data: Run locally to keep all your environment and data on your control.

 

 

Who is it for?

 

In essence, AutoArena helps people using generative AI systems figure out what works best: from an AI developer working on tuning the elegant setup, a machine learning engineer trying to work his way toward perfecting prompt engineering and to comparing models by data scientists, and so much more. Even great for tech enthusiasts or researchers who need an easier way to test and rank many different configurations. Even teams in businesses or organizations can depend on AutoArena to ensure smooth-running, high-performing AI projects.

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