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Chloe Zihan Jin

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#generative ai Review Sep 2026

Reference Fidelity in AI-Generated Short-Form Video Across Four Prompt Packages

Generative video systems can produce short clips from textual and visual instructions, yet their ability to preserve the content of a human reference remains uncertain. This exploratory study examines 160 videos generated with Doubao-Seedance-2.0 from 40 human-made short-form videos drawn from Douyin and Xiaohongshu. T...

Chloe Zihan Jin · 0 citations

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