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Language-to-Action on Simulation Tabletop CoppeliaSim 32 YCB objects 1.0 (test)

95L2A Success RateLACY
2.4426.4750.574.53Nov 4, 2025

Evaluation results

MethodLinks
LACYTraining Data Volume=4k data2025.1195—
GPT-4oGrounding=with2025.1190—
GPT-4oGrounding=without2025.1128—
LLaVA-NeXTModel Version=base2025.116—
GPT-4oGrounding=with2025.11—8
GPT-4oGrounding=without2025.11—76
LACYTraining Data Volume=4k data2025.11—95
LLaVA-NeXTModel Version=base2025.11—50