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Edwards (United Kingdom)

United Kingdom

1 paper here
fields
  • cs.CL1
ROR 05avn2m80OpenAlex

affiliations via OpenAlex

researchers with a paper here
  • C Guo1
  • C Xu1
  • Isabel Xu Cynthia Xu Rachel Ren Cong Guo Jiacheng Ding1 · h 0
  • Jiacheng Ding1
  • Rachel Ren1
collaborating institutions
  • Overlake Hospital Medical CenterUS1 paper
  • University of MemphisUS1 paper

1 paper

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…

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