Seznam.cz organic search going semantic

May 28, 2022

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In 2021, the organic search of Seznam.cz was enhanced with semantic vectors. These form a separate branch to the traditional term search and allow retrieving documents that do not have a textual match with the query but are semantically relevant to it. The so-called vector branch comprises new vector indices that allow for fast retrieval of tens of thousands of potentially semantically-relevant documents which are further filtered using features computed by more computationally expensive Siamese BERT-based models. The deployment of the vector branch was the biggest technology change of the organic search of the last 10 years and improved overall search quality significantly. In the talk, I will describe the main components of the overall architecture and discuss the models behind it more thoroughly.

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