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20172026
most citedBenford's law first significant digit and distribution distances for testing the reliability of financial reports in developing countries

34 citations

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cs.CL2026

TriAgent: Divergence-Aware Multi-Agent Committees for Cost-Efficient Financial Sentiment Analysis

Isabel Xu, Cynthia Xu, Rachel Ren +2

Production LLM-based financial sentiment analysis faces a structural cost trap: most queries are trivially classifiable, yet expensive cloud reasoners process them all, and the bil…