Multi-Vertical Recommendations
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Mind the Gap: Bridging Behavioral Silos with LLMs in Multi-Vertical Recommendations
Announce Type: new Abstract: In multi-vertical e-commerce platforms like DoorDash, relatively newer product verticals such as grocery and retail present a significant opportunity for personalization innovation. A key challenge lies in solving the "cold start" problem for users. This paper introduces a novel framework for enhancing recommendation quality by transferring knowledge from data-rich verticals (e.g., restaurants at DoorDash) to data-sparse ones.