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  • A Case-Driven Multi-Agent Framework for E-Commerce Search Relevance cs.IR · 2026-05-07 · unverdicted · none · ref 33

    A case-driven multi-agent system automates the full pipeline of bad-case detection, annotation, and resolution for e-commerce search relevance using Annotator, Optimizer, and User agents plus supporting components.