AutoArena

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Introduction:
Open-source tool for automated head-to-head evaluation of GenAI systems using LLM judges.
Added on:
Oct 28 2024
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AutoArena Product Information

What is AutoArena?

AutoArena is an open-source tool designed to automate head-to-head evaluations of GenAI systems using LLM judges. It allows users to quickly and accurately generate leaderboards comparing different LLMs, RAG setups, or prompt variations. Users can fine-tune custom judges to fit their specific needs. AutoArena facilitates trustworthy evaluation of LLMs, RAG systems, and generative AI applications through automated head-to-head judgement.

How to use AutoArena?

Install AutoArena locally using `pip install autoarena`. Define your inputs (user prompts) and outputs (model responses) from your Generative AI system. Then, use the tool to run head-to-head evaluations with LLM judges to rank your systems. Collaborate with team members on AutoArena Cloud at autoarena.app.

AutoArena's Core Features

Automated head-to-head evaluation using LLM judges

Leaderboard generation for comparing LLMs, RAG setups, and prompt variations

Fine-tuning of custom judges

Elo score and Confidence Interval computation

Integration with GitHub for CI/CD

Parallelization, randomization, and rate limiting handling

AutoArena's Use Cases

#1

Evaluate different LLMs to determine the best performing model for a specific task.

#2

Compare various RAG setups to optimize retrieval and generation performance.

#3

Test different prompt variations to identify the most effective prompts.

#4

Block bad prompt changes, preprocessing or postprocessing updates, or RAG system updates in CI.

#5

Track performance improvements of new system versions against previous versions.

FAQ from AutoArena

What is AutoArena?

How do I install AutoArena?

What types of models can I evaluate with AutoArena?

Can I use my own judge models?

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AutoArena Pricing

Open-Source

Free

Unrestricted access to the Apache-2.0 licensed AutoArena application. Intended for students, researchers, hobbyists, and non-profits. Self-hosted.

Professional

$60 / user / month

Everything in Open-Source. Team collaboration on the cloud-hosted autoarena.app. Access to fine-tuned judge models with >10% more accurate preference votes than base foundation model APIs. Two-week free trial.

Enterprise

Contact us

Everything in Professional. Private on-premise deployment on your AWS, GCP, Azure, or internal infrastructure. SSO and enterprise access controls. Prioritized feature requests, bug fixes, and product roadmap collaboration. Enterprise invoice and payment options.

For the latest pricing, please visit this link: https://www.autoarena.app/?utm_source=toolify#pricing

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