Google and Artificial Analysis launch Multimodal Knowledge Agent benchmark
Overview
Google and Artificial Analysis launch MKA, a benchmark that tests how AI agents reason across visually complex files on real-world knowledge work tasks.
Artificial Analysis runs a 200-task evaluation set that stays private so the tasks cannot leak into training data or be found through search. Google also releases a separate 10-task public set on Hugging Face so anyone can inspect the format and test their own agents.
Google says Gemini 4 Carbon ranks second in quality among the tested models at 6x lower average cost than the top scorer.
Written by AI from the articles below · updated Nov 10, 12:04 PM ET
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- Google · Gemini appOfficialGoogle and Artificial Analysis launch the Multimodal Knowledge Agent benchmark
AIGoogle and Artificial Analysis launch MKA, a benchmark that evaluates how agents reason across visually complex files on real-world knowledge work tasks. The 200-task evaluation set is kept private, and a separate 10-task public set is released on Hugging Face. Google says Gemini 4 Carbon ranks #2 in quality among the tested models at 6x lower average cost than the top scorer.
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