Author

Ren-Yu Zhang

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Review Sep 2026

One-Step Retrieval Framework for Real-Time Sponsored Search Ads Using Hierarchical Text Representations

ANGLE integrates retrieval, relevance, and ranking directly within a single LLM, enabling precise and efficient ranking of ads by leveraging the full capabilities of the LLM.

Tong-Tong Liu, Ren-Yu Zhang, Jia-Yu Ding et al. · 0 citations