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  ### Benchmarking Generic Video Editing and Visual Effects
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  **VEFX-Bench** is a comprehensive benchmark for evaluating text-driven video editing and visual effects. It includes **5,049 annotated examples** spanning **9 categories** and **32 subcategories**, evaluated by **VEFX-Reward** — a VLM-based reward model that scores edits across three dimensions on a 1–4 scale:
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  ### Benchmarking Generic Video Editing and Visual Effects
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  **VEFX-Bench** is a comprehensive benchmark for evaluating text-driven video editing and visual effects. It includes **5,049 annotated examples** spanning **9 categories** and **32 subcategories**, evaluated by **VEFX-Reward** — a VLM-based reward model that scores edits across three dimensions on a 1–4 scale:
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