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AA-3D benchmark announced for AI-built interactive 3D experiencesMachine translation

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AA-3D compares AI-built interactive 3D scenes through votes. Across tasks, the most detailed fifth of scenes won 63% of their votes, versus 31% for the least detailed fifth; the data cannot show whether detail is what makes the stronger models strong.

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Detailed scenes win more votes, and stronger models build them

The most detailed fifth of scenes in each task has screenshots twice as large (168 KB against 84 KB) and a third as empty (22% against 60%). It wins 63% of its votes, against 31% for the least detailed fifth. The models’ Elo alone predicts 61% and 33%, so the detailed scenes come mostly from the stronger models. These data cannot show whether detail is part of what makes those models strong. Within one model, the effect is small: a scene one standard deviation more detailed than the model’s other scenes wins about 1.5 points more of its votes (1.3 to 1.8, depending on the detail measure). Of 86 scene measures, 11 pass correction: the detail measures, render resolution and antialiasing, GPU time per frame and the number of page elements. None moves votes by more than 4 points.

Votes Won by DetailWhat Detail MeasuresOther Scene Features

AA-3D Votes Won by Scene Detail

Share of votes won against the share the models' Elo predicts · Data as at 12 October 2026

Scenes Ranked by Detail Within Each Task

Detail combines four screenshot measures, defined in What Detail Measures. Within the same model and task, one standard deviation more detail adds 1.5 points (p = 0.001, q = 0.011). 1,008 scenes, excluding 23 that break on the voting page.

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