ProCompNav: Proactive Instance Navigation with Comparative Judgment for Ambiguous User Queries
The episode discusses ProCompNav, a two-stage framework for proactive instance navigation using comparative judgment to handle ambiguous user queries. The system builds a candidate pool and then uses targeted questions to iteratively prune candidates based on attribute comparisons, showing higher success rates than independent matching methods.