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CIFQA: A Deterministic Tool-Grounded Multi-Agent LLM Framework for Financial Query Answering
Not provided
financial reasoningmulti-agentdeterministic tools
2608.26114
Builder Relevance
1h ago80%
Abstract
CIFQA introduces a deterministic framework for accurate financial question answering by separating language understanding from numerical execution.
Reality Card
Core Claim
CIFQA achieves 95.54% accuracy on calculation-intensive financial queries, significantly outperforming direct LLM baselines.
Method / Result
CIFQA achieves 95.54% accuracy on calculation-intensive queries.
Limitations
The paper does not specify the authors or provide detailed reproducibility instructions.
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