pith:C4RF3T5Y
CREG: Compass Relational Evidence Graph for Characterizing Directional Structure in VLM Spatial-Reasoning Attribution
Box-only geometry achieves over 30 degrees lower directional alignment error than current VLM attribution methods on spatial tasks.
arxiv:2603.20475 v4 · 2026-03-20 · cs.CV
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Claims
Across three spatial-relation benchmarks, box-only geometry achieves Direction Alignment Error more than 30 degrees lower than current model-based attribution methods, leaving a substantial gap between attribution structure and simple target localization.
That the reference-centered compass distribution and Direction Alignment Error metric isolate directional evidence structure from confounding image layout biases without introducing metric-specific artifacts.
CREG diagnostic shows box-only geometry achieves over 30 degrees lower Direction Alignment Error than model-based attributions across spatial benchmarks, exposing gaps between task accuracy and directional evidence organization.
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Receipt and verification
| First computed | 2026-06-23T02:13:22.844073Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
17225dcfb8441f2a4e1a9ace0c65d78445874edcd8a41571e5115b5badc4cf80
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curl -sH 'Accept: application/ld+json' https://pith.science/pith/C4RF3T5YIQPSUTQ2TLHAYZOXQR \
| jq -c '.canonical_record' \
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Canonical record JSON
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