ResearchBenchmarks3DVG Query Generation Validation on ViGiL3D++ Overall TotalFollow57.1Validity (%)ViGiL3D++37.54842.62447.752.776Jun 18, 2026Evaluation ResultsMethodMethodLinksValidity (%)95% CIViGiL3D++2026.0657.16.7Im2Query2026.065613.8Cap2Query2026.065413.8SG2Querymodel=GPT-4.1model=GPT-4.12026.0652.783D-GRAND2026.0638.36.7