lvsa-reproduce-paper

Reproduce LVSA paper headline numbers using the bundled benchmarks/ scripts. Use when running the SotA comparison (5 prompts × 3 horizons × 4 methods), the latency-scaling sweep, scoring videos with VQeval + VBench-Long, or regenerating the figures embedded in the README.