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Construct theVLM evaluation promptthat includes: •Shot description𝑠 𝑡 •Character appearance states𝐶(𝑐, 𝑡) •Prop states𝑂(𝑜, 𝑡) •Location identifier𝐿(𝑠 𝑡) •Previous frame𝐼 𝑡−1 (if co

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cs.CL 1

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2026 1

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UNVERDICTED 1

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CANVAS: Continuity-Aware Narratives via Visual Agentic Storyboarding

cs.CL · 2026-04-15 · unverdicted · novelty 5.0

CANVAS is a multi-agent system for storyboard generation that improves background continuity by 21.6%, character consistency by 9.6%, and props consistency by 7.6% over baselines on ST-BENCH, ViStoryBench, and a new HardContinuityBench.

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  • CANVAS: Continuity-Aware Narratives via Visual Agentic Storyboarding cs.CL · 2026-04-15 · unverdicted · none · ref 39

    CANVAS is a multi-agent system for storyboard generation that improves background continuity by 21.6%, character consistency by 9.6%, and props consistency by 7.6% over baselines on ST-BENCH, ViStoryBench, and a new HardContinuityBench.