Rephrase Before You Act: Characterizing and Mitigating Language Sensitivity in Vision-Language-Action Models
The sensitivity to instruction phrasing is characterized with statistically tested single-edit swings and an oracle phrase search, which shows that phrasing alone nearly closes the 21-point gap between in-distribution and out-of-distribution tasks.
Mikey Watts, Yu-Chen Cui
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