ResearchBenchmarksVideo Captioning on EVC datasets Human Evaluation 1.0 (test)Video Captioning on EVC datasets Human Evaluation 1.0 (test)Follow7.22AccuracyVideoLLaMA35.45.87256.3456.8175Jun 7, 2026Evaluation resultsMethodMethodLinksAccuracyRelevanceCoherenceUsabilityVideoLLaMA32026.067.226.27.726.84MM-ECPE++modules=CVSD+VEILmodules=CVSD+VEIL2026.067.026.988.447.76GPT-4o2026.066.986.047.246.62DCGN2026.066.886.437.686.32MM-ECPE2026.066.46.758.047.36EPAN2026.066.245.977.135.76VideoBLIP2026.065.915.547.24.56VEIN2026.065.475.186.275.04