pith:6J5G7XOF
ProCompNav: Proactive Instance Navigation with Comparative Judgment for Ambiguous User Queries
ProCompNav resolves ambiguous navigation queries by asking binary questions that split candidate pools.
arxiv:2605.06223 v3 · 2026-05-07 · cs.AI · cs.RO
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\usepackage{pith}
\pithnumber{6J5G7XOFWYKQ4AO2TCYFFYAPGG}
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Record completeness
Claims
On CoIN-Bench, ProCompNav improves Success Rate over interactive baselines with the same minimal input and non-interactive baselines with detailed descriptions, while substantially reducing Response Length; it also achieves state-of-the-art Success Rate on TextNav.
The framework assumes that attribute-value pairs can be reliably extracted from candidates and that binary answers will correctly and completely prune the pool without introducing new errors or requiring follow-up clarification.
ProCompNav builds a candidate pool from ambiguous queries then uses pool-splitting binary questions for disambiguation, improving success rate and shortening responses on CoIN-Bench and TextNav.
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Receipt and verification
| First computed | 2026-05-20T00:00:41.013082Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
f27a6fddc5b6150e01da98b052e00f318eb97a3d1389aeddb6fb7184d0c57358
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6J5G7XOFWYKQ4AO2TCYFFYAPGG \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: f27a6fddc5b6150e01da98b052e00f318eb97a3d1389aeddb6fb7184d0c57358
Canonical record JSON
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