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GAIA: a benchmark for General AI Assistants

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We introduce GAIA, a benchmark for General AI Assistants that, if solved, would represent a milestone in AI research. GAIA proposes real-world questions that require a set of fundamental abilities such as reasoning, multi-modality handling, web browsing, and generally tool-use proficiency. GAIA questions are conceptually simple for humans yet challenging for most advanced AIs: we show that human respondents obtain 92\% vs. 15\% for GPT-4 equipped with plugins. This notable performance disparity contrasts with the recent trend of LLMs outperforming humans on tasks requiring professional skills in e.g. law or chemistry. GAIA's philosophy departs from the current trend in AI benchmarks suggesting to target tasks that are ever more difficult for humans. We posit that the advent of Artificial General Intelligence (AGI) hinges on a system's capability to exhibit similar robustness as the average human does on such questions. Using GAIA's methodology, we devise 466 questions and their answer. We release our questions while retaining answers to 300 of them to power a leader-board available at https://huggingface.co/gaia-benchmark.

Gr\'egoire Mialon, Cl\'ementine Fourrier, Craig Swift, Thomas Wolf, Yann LeCun, Thomas Scialom• 2023

Related benchmarks

TaskDatasetResultRank
Multimodal Tool UseGTA
Answer Accuracy46.59
33
AI Agent Reasoning and Tool-useGAIA
Level 1 Score30.2
26
Multimodal Agent TaskGAIA
Success Rate (Level 1)30.2
10
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