ProCompNav: Proactive Instance Navigation with Comparative Judgment for Ambiguous User Queries.

arXiv:2605.06223v4 Announce Type: replace Abstract: Natural-language instance navigation becomes challenging when the initial user request does not uniquely specify the target instance. A practical agent should reduce the user's burden by actively asking only