Blending Search and Discovery: Tag-Based Query Refinement with Contextual Reinforcement Learning

Abstract

We tackle tag-based query refinement as a mobile-friendly alternative to standard facet search. We approach the inference challenge with reinforcement learning, and propose a deep contextual bandit that can be efficiently scaled in a multi-tenant SaaS scenario.

accepted at EComNLP 2020