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Ecological realism:Simulates the unpredictable variety of real-world creative demands that professional prompters encounter in practice

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cs.AI 1

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2026 1

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UNVERDICTED 1

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AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters

cs.AI · 2026-05-21 · unverdicted · novelty 7.0

AtelierEval is the first unified benchmark that quantifies prompting proficiency of humans and MLLMs across 360 tasks using a cognitive taxonomy, with AtelierJudge providing scalable evaluation that correlates 0.79 with experts and shows mimicry outperforming planning.

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  • AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters cs.AI · 2026-05-21 · unverdicted · none · ref 29

    AtelierEval is the first unified benchmark that quantifies prompting proficiency of humans and MLLMs across 360 tasks using a cognitive taxonomy, with AtelierJudge providing scalable evaluation that correlates 0.79 with experts and shows mimicry outperforming planning.