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grounded reasoning 1multimodal reasoning 1provenance tracking 1verification and repair 1visual question answering 1

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cs.LG2026

LEDGERMIND: Provenance-Constrained Multimodal Agentic Reasoning with a Structured Evidence Ledger

Enjun Du, Hange Zhou, Chenxu Du +4

The paper introduces LedgerMind, a framework that records and constrains the evidence used by multimodal agents during visual question answering, ensuring that each reasoning step…