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NavBind: Diagnosing Instruction-Action Binding at Route Forks in Navigation VLAs

Sun, Josh Qixuan et al.
arXiv (All) · Papers
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robotics
Vision-language-action (VLA) navigation models translate visual observations and instructions into actions. Navigation success assesses whether an agent reaches the goal. However, reaching the goal successfully does not establish whether the model genuinely follows the instructions or relies on visu
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