Reviewing the Reviewer: Graph-Enhanced LLMs for E-commerce Appeal Adjudication

Yuchen Du, Ashley Li, Zixi Huang

Hierarchical review workflows, where a second-tier reviewer (Checker) corrects first-tier (Maker) decisions, generate valuable correction signals that encode why initial judgments…