Long-form multi-shot video editing requires an intended edit to remain coherent across abrupt changes in scene, viewpoint, and subject appearance, while processing substantially longer visual context
MoviEdit is an end-to-end framework for long-form multi-shot video editing that uses cascaded bidirectional-autoregressive modeling and a new benchmark to maintain coherence across scenes while reducing manual data annotation.
Long-form multi-shot video editing requires an intended edit to remain coherent across abrupt changes in scene, viewpoint, and subject appearance, while processing substantially longer visual context than conventional single-shot editors. We introduce MoviEdit, an end-to-end framework for scalable long-form multi-shot video editing that jointly addresses the challenges of data, modeling, and evaluation. To provide cross-shot supervision data at scale, we develop automatic data-generation pipelines spanning synchronized multi-view footage, real-world multi-shot videos, and generated multi-shot content, yielding 87K paired editing videos without manual annotation. Architecturally, MoviEdit…
Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.
MoviEdit: Long-form Multi-Shot Video Editing Made Easy was first seen on Hugging Face · Daily papers on Nov 4, 2026. Since then it has appeared in 11 checks on 1 different day. Its best position was #2 of 30, reached on Nov 4, 11:28 UTC. It dropped off the list after Nov 4, 23:28 UTC.
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It was first seen on Nov 4, 2026 and has been on the list on 1 day (11 checks) since.