ResearchBenchmarksInteractive Video Generation on L-IVA 1.0 (test)Interactive Video Generation on L-IVA 1.0 (test)Follow63Aesthetics (Kit.)ORCA58.8459.926162.08Dec 23, 2025Evaluation resultsMethodMethodLinksAesthetics (Kit.)Aesthetics (Live.)Aesthetics (Work.)Aesthetics (Gard.)Aesthetics (Off.)Aesthetics (Avg)Subject Consistency (Kit.)Subject Consistency (Live.)Subject Consistency (Work.)Subject Consistency (Gard.)Subject Consistency (Off.)Subject Consistency (Avg)BWS (Kit.)BWS (Live.)BWS (Work.)BWS (Gard.)BWS (Off.)BWS (Avg)ORCA2025.126353626051589294949192936.75.94030.86028.7Reactive2025.126153616252599293919193920-20.6-4515.4-40-18VAGEN2025.12605259625057919392919292-105.913.3-23.1-6.7-4.12Open-Loop2025.125951586050569191898891903.38.8-13.3-23.1-13.3-7.52