PAIR: Preference-Aligned Intent Retrieval for Premium People Recommendation at LinkedIn

Zhongkai Shangguan, Yanbin Kang, Yihan Cao +7

General-purpose embeddings trained on profile similarity often misrank candidates in professional networks, where relevance is inherently complementary rather than symmetric. For e…