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

10 upvotes · 30 JUL 2026 · Enjun Du, Hange Zhou, Chenxu Du et al.

This paper develops a new approach to multimodal question answering that ensures the provenance of the reasoning process, making it more trustworthy and transparent. Practitioners might care about this because it helps to identify and mitigate common pitfalls in multimodal question answering models.

multimodal question answeringagentic reasoningstructured evidenceprovenancemultimodal trajectorygrounding protocols