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Benchmarks
Video Editing on AgentEdit-Bench
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89.6
Object Replacement Success Rate
Aurora
65.784
71.967
78.15
84.333
May 18, 2026
Object Replacement Success Rate
Object Addition Success Rate
Background Change Success Rate
Reasoning Success Rate
Object Removal Success Rate
Overall Success Rate
Updated 15d ago
Evaluation Results
Method
Method
Links
Object Replacement Success Rate
Object Addition Success Rate
Background Change Success Rate
Reasoning Success Rate
Object Removal Success Rate
Overall Success Rate
Aurora
Aurora Agent=true
2026.05
89.6
85.3
90.1
88.1
86.8
87.9
UniVideo
Aurora Agent=true
2026.05
80.3
81.3
66.8
74.6
68.1
76.8
Aurora
Aurora Agent=false
2026.05
73
68
71.2
86.4
83
74.7
Kiwi-Edit
Aurora Agent=true
2026.05
71.6
73.1
78.3
84.3
57.8
71.7
UniVideo
Aurora Agent=false
2026.05
67.1
63.4
65.6
77.3
66.5
67
Kiwi-Edit
Aurora Agent=false
2026.05
66.7
65.1
86.6
79.5
69
69.7
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