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arXiv:2311.12983cs.CL

GAIA: a benchmark for General AI Assistants

Grégoire Mialon, Clémentine Fourrier, Craig Swift, Thomas Wolf, Yann LeCun, Thomas Scialom

Abstract

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.

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Subjects
cs.CLComputation and Language cs.AIArtificial Intelligence

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Linked by 2 identifiable commenters in 2 comments across 2 threads, from Nov 2023 to Feb 2025. Found in 2 HN submissions from Nov 2023 to Nov 2023. Open submission discussions.

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  1. Perplexity Deep Research 1 comment
    • I’ve seen at least one deep-research replicator claiming they were the “best open deep research” tool on the GAIA benchmark: https://huggingface.co/papers/2311.12983 This is not a perfect benchmark but the closest I’ve seen.

      d4rkp4tternView on HNParent context

    • Here are some example questions from the paper[0] Level 1 Question: What was the actual enrollment count of the clinical trial on H. pylori in acne vulgaris patients from Jan-May 2018 as listed on the NIH website? Ground truth: 90 Level 2 <photo of ice cream container showing…

      doctobogganView on HNParent context

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