How Code2Video-AA Works: Single-Shot Generation, Blind Pairwise Elo Judging

ArtificialAnlys · x · 2026-10-27

Code2Video-AA methodology: each model reads one design brief and writes a single HyperFrames HTML composition with no tools; compositions are rendered offline, and a failed render loses all comparisons. A Gemini 4 Argon judge watches pairs of videos at 8 fps and picks the better one per axis across five blind comparisons. Bradley-Terry fits per axis yield Elo ratings, averaged into an overall score anchored at GPT-5.5 (xhigh)=1000. The judge itself ranks 6th on the leaderboard at 1259.

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