RankTower: A Synergistic Framework for Enhancing Two-Tower Pre-Ranking Model

In large-scale ranking systems, cascading architectures have been widely adopted to achieve a balance between efficiency and effectiveness. The pre-ranking module plays a vital role in selecting a subset of candidates for the subsequent ranking module. It is crucial for the pre-ranking model to main...

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Veröffentlicht in:	arXiv.org 2024-07
Hauptverfasser:	YaChen Yan, Li, Liubo
Format:	Artikel
Sprache:	eng
Schlagworte:	Decoupling Efficiency Hybrid systems Modules Network latency Neural networks Ranking System effectiveness
Online-Zugang:	Volltext
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