Benchmark critique: shadow-puppet score favors edge alignment, zero of 6 models solve a plate

cloneofsimo · x · 2026-11-06

cloneofsimo argues a shadow-puppet benchmark has questionable design choices: its scoring formula (55% IoU + 45% outline F, plus hole/wrist/RULA terms and peek penalties) heavily favors edge alignment over human-perceptual similarity, and the model never sees its score — so why hide it?

He notes the 'blob' baseline isn't random: it's a convex cover that systematically aligns many edges, and by any reasonable perceptual metric the model outputs aren't better. Even the blogpost concedes a move is almost as likely to worsen the shadow as improve it, and none of the six evaluated models replicated a single plate — the best solved less than one.

Related event: Six Models Fail to Reproduce Thompson's Animal Morphogenesis Plates as Benchmark Draws Criticism(3 posts)→

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