Wei Bao

h-index71
1paper
18,745citations

1 Paper

5.5IRMar 5, 2024
Search Intenion Network for Personalized Query Auto-Completion in E-Commerce

Wei Bao, Mi Zhang, Tao Zhang et al.

Query Auto-Completion(QAC), as an important part of the modern search engine, plays a key role in complementing user queries and helping them refine their search intentions.Today's QAC systems in real-world scenarios face two major challenges:1)intention equivocality(IE): during the user's typing process,the prefix often contains a combination of characters and subwords, which makes the current intention ambiguous and difficult to model.2)intention transfer (IT):previous works make personalized recommendations based on users' historical sequences, but ignore the search intention transfer.However, the current intention extracted from prefix may be contrary to the historical preferences.