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HuggingFace releases smolagents after taking No. 1 on GAIA

·2024.07.01 09:00

Key point

HuggingFace's Code Agent achieved the top rank on the challenging GAIA benchmark, and the related functionality has been spun off into the smolagents library.

Details

HuggingFace's Code Agent recorded top-tier performance on GAIA, a very challenging agent benchmark. GAIA goes beyond simple question answering to comprehensively evaluate multimodal capability, complex planning, and tool-use ability.

Along with this achievement, the existing transformers.agents framework has been upgraded into a standalone library called smolagents. smolagents is designed to closely resemble the existing API, making it easy for users to switch over.

The agent leverages the following core tools to solve complex problems:

  • Web browser: A tool that converts web pages into Markdown format to compactly process and navigate information.
  • Python interpreter: Performs logical reasoning and calculations through code execution.

GAIA's problems take a highly challenging form combining image analysis, web search, and step-by-step reasoning, and the agent demonstrated a high level of planning ability and execution to solve them.

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