ResearchBenchmarks3D Object Description on ModelNet40Follow81.5CLIP ScoreTri-MARF59.45265.17670.976.624Jan 7, 2026Evaluation ResultsMethodMethodLinksCLIP ScoreViLT R@5 (I2T)ViLT R@5 (T2I)GPT-4 RatingTri-MARF2026.0181.536.735.24.2Human Annotation2026.0180.23634.54ScoreAgg2026.0177.233.832.33.7Cap3D2026.0174.331.229.83.43D-LLM2026.0173.630.729.23.3ULIP-22026.0172.329.4283.1PointCLIP2026.0162.120.519.12.2GPT4Point2026.0160.318.917.52