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Which AI Agent Is The Best? This New Leaderboard Can Tell You

Galileo AI just launched an agent leaderboard on Hugging Face, and the winner may surprise you.

AI agents are the newest frontier in the AI space. AI companies are racing to build their own models, and offerings are constantly rolling out to enterprises. But which AI agent is the best? On Wednesday, Galileo launched an Agent Leaderboard on Hugging Face, an open-source AI platform where users can build, train, access, and deploy AI models. The leaderboard is meant to help people learn how AI agents perform in real-world business applications and help teams determine which agent best fits their needs.

On the leaderboard, you can find information about a model's performance, including its rank and score. At a glance, you can also see more basic information about the model, including vendor, cost, and whether it's open source or private. The leaderboard currently features the 17 leading LLMs, including models from Google, OpenAI, Mistral, Anthropic, and Meta. It is updated monthly to keep up with ongoing releases, which have been occurring frequently.

To determine the results, Galileo uses benchmarking datasets, including the BFCL (Berkeley Function Calling Leaderboard), τ-bench (Tau benchmark), Xlam, and ToolACE, which test different agent capabilities. The leaderboards then turn this data into an evaluation framework that covers real-world use cases.

BFCL excels in academic domains like mathematics, entertainment, and education, τ-bench specializes in retail and airline scenarios, xLAM covers data generation across 21 domains, and ToolACE focuses on API interactions in 390 domains, explains the company in a blog post. Galileo adds that each model is stress-tested to measure everything from simple API calls to more advanced tasks such as multi-tool interactions. The company also shared its methodology, reassuring users that it uses a standardized methodology to evaluate all AI agents fairly. The post includes a more technical dive into the model ranking.

More on Galileo’s AI Agent Leaderboard on ZDNET


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