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ENTLORE is a graph-grounded benchmark framework for enterprise question answering that evaluates latent organizational reasoning, showing that even with gold document sources, many implicit relation questions remain unanswered.
This paper presents AuditFlow, a graph-grounded multi-agent framework that uses executable symbolic environments for structured financial reporting verification, achieving 82.09% audit accuracy on a FinAuditing-derived sample under GPT-5.5.