作者位次 #2/12ACL 2026Findings· Findings of ACL
SERM : Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams
Chenglong Wang · Canjia Li · Xingzhao Zhu · Yifu Huo · Huiyu Wang · Weixiong Lin · Yun Yang · Qiaozhi He · Tian Hua Zhou · Changxiaojia · JingBo Zhu · Tong Xiao
摘要
Due to the dynamically evolving nature of real-world query streams, relevance models struggle to generalize to practical search scenarios. A sophisticated solution is self-evolution techniques. However, in large-scale industrial settings with massive query streams, this technique faces two challe...