arxivcs.CLcs.CEcs.DBcs.LG2026-07-22
TriAgent: Divergence-Aware Multi-Agent Committees for Cost-Efficient Financial Sentiment Analysis
Isabel Xu, Cynthia Xu, Rachel Ren, Cong Guo, Jiacheng Ding
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 bill scales linearly with user count. We present TriAgent, a multi-agent committee stratified by contex…