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Matching papers

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

FinanceComplexQA: Benchmarking Agentic Reasoning on Industrial-grade Financial Documents

7 upvotes · 21 JUL 2026 · Xianfu Cheng, Shiwei Zhang, Jiyu Zhao et al.

This paper creates a benchmark for testing the ability of AI agents to understand and analyze complex financial documents, and uses it to evaluate the performance of different agents in this task. Practitioners in finance and AI research can care about this work because it aims to improve the accuracy and reliability of financial document analysis.

agentic reasoningfinancial documentsopen-ended generationquestion-answeringbenchmarking