AnalysisVisual AIJuly 25, 2026

Character.ai's Maor Bril on why CLIP score misses temporal incoherence

CLIP score rewards gloss and vibe over actual video content, failing to catch temporal incoherence like frozen characters. Character.ai's Maor Bril explains that a generated clip with a character standing still for four seconds can still score well under current eval methods.

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Character.ai's Maor Bril on why CLIP score misses temporal incoherence — AIBriefs