ResearchBenchmarksRobot Manipulation on RLBench (10 Specific Skills)Follow90Close box Success Rateπ0.584.886.1587.588.85Dec 1, 2025Evaluation ResultsMethodMethodLinksClose box Success RateClose laptop lid Success RateToilet seat down Success RateSweep to dustpan Success RateClose fridge Success RatePhone on base Success RateUmbrella out Success RateFrame off hanger Success RateWine at rack Success RateWater plants Success RateMean Success RateSuccess Rate Varianceπ0.5Setting=multi-taskSetting=multi-task2025.1290809050601525357535560.03CoT-VLASetting=multi-taskSetting=multi-task2025.1290859060702030555530590.03ManualVLASetting=multi-taskSetting=multi-task2025.12909090100853050706535700.02FASTSetting=multi-taskSetting=multi-task2025.1285709045601515254515470.03π0Setting=multi-taskSetting=multi-task2025.1285959085802520656525630.01