llm-verification

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AUDITFLOW: Executable Symbolic Environments for Structured Financial Reporting Verification

arXiv cs.AI · 2026-06-03 Cached

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.

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#llm-verification

Source or It Didn't Happen: A Multi-Agent Framework for Citation Hallucination Detection

arXiv cs.CL · 2026-05-12 Cached

This paper introduces CiteTracer, a multi-agent framework for detecting citation hallucinations in LLM-generated scientific writing, achieving high accuracy on synthetic and real-world benchmarks.

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