One Word, Different Action: A Real-Robot Benchmark for Language-Conditioned Embodied Reasoning

Yiwei Liu, Luwei Yang, Shunbo Lei

Natural-language instruction changes can directly alter robot behavior. A reliable embodied system should preserve its action when the task is unchanged and update it correctly whe…