ResearchBenchmarksVideo Editing on V1Video Editing on V1Follow73.22SphyWan-Edit64.671266.890669.1171.3294Jan 26, 2026Evaluation resultsMethodMethodLinksSphyStempSinstrNRVE-AccWan-EditTime (s)=0.37Time (s)=0.372026.0173.2254.5660.6536.88VM-EditTime (s)=0.45Time (s)=0.452026.0171.4449.4468.8934.71AnyV2VTime (s)=0.35Time (s)=0.352026.0171.3343.1165.5630.35TokenFlowTime (s)=0.32Time (s)=0.322026.017145.7867.533.05VidToMeTime (s)=0.26Time (s)=0.262026.0170.564668.6133.8Pyramid-EditTime (s)=0.36Time (s)=0.362026.016544.5675.2832.2