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Jianqiang Shen

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Book Open access Sep 2026

Embedding Subspace Partitioning for Dynamic Multi-Objective Retrieval

Modern industrial recommender systems must optimize across competing objectives, balancing semantic relevance with business metrics such as engagement and revenue. While bi-encoders dominate large-scale retrieval due to their efficiency, they collapse these heterogeneous signals into a single static embedding space. Th...

Shao-Bo Zhang, Alice Leung, Yun-Xiang Ren et al. · 0 citations
Book Open access Jun 2026

Unified Semantic Modeling Framework for Large-Scale Job Understanding at LinkedIn

A unified semantic modeling framework powered by a small language model (SLM) to address the challenges of job understanding in structured and unstructured contexts and provides practical insights into building industry-scale text understanding systems.

Daniel Xu, Baofeng Zheng, Jianqiang Shen et al. · 0 citations

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