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SemComp-Bench: Benchmarking Semantic Task Completion in Video Generation

155 upvotes · 18 AUG 2026 · Keyu Tu, Zhuowei Chen, Mengqi Huang et al.

This paper introduces a new benchmark for video generation tasks that require both achieving a desired outcome and maintaining semantic consistency with a reference image. Practitioners might care about this research because it can help evaluate and improve the performance of video generation models in real-world applications.

video generationsemantic task completionoutcome-oriented tasksvision-language modelsbenchmarks