ProCompNav: Active Querying for Ambiguous Navigation
A new framework called Proactive Instance Navigation with Comparative Judgment (ProCompNav) has been introduced by researchers to enhance natural-language instance navigation in situations where user queries lack clarity. This two-stage system engages users by posing questions that help differentiate the intended target from similar distractors, thereby preventing hasty conclusions and extensive user replies. Current techniques frequently falter by settling on the first reasonable option or focusing on single attributes instead of comparative inquiries. ProCompNav creates a pool of candidates and formulates questions that effectively distinguish between them. This research is available on arXiv with the ID 2605.06223.
Key facts
- ProCompNav is a two-stage framework for ambiguous instance navigation.
- It uses comparative judgment to distinguish target from distractors.
- Existing approaches may stop at first plausible candidate.
- Existing methods ask about individual attributes, not comparative questions.
- ProCompNav constructs a candidate pool for questioning.
- The paper is on arXiv with ID 2605.06223.
- It addresses natural-language instance navigation challenges.
- The system aims to reduce user burden by active questioning.
Entities
Institutions
- arXiv