Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2610.03174.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

FinNextAssist is a deep research agent framework for professional financial analysis. It decomposes research into four stages—Task Planner, Evidence Compiler, Reasoning Engine, Report Assembler—and introduces two lightweight sub-agents: TabAgent for cross-market financial table understanding and HeteroAgent for cross-modality data interpretation. Experiments on three benchmarks show it outperforms existing proprietary and open-source DR agents.

Concrete four-stage architecture with two specialized sub-agents, validated on three benchmarks; relevant reference for building domain-specific deep research agents beyond finance.

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