Planes, Trains and Automobiles: Leverage Multimodal In-Mission Signals for Shopping Journeys

Modern search systems offer multiple ways for expressing information needs, including image, voice, and text. Consequently, an increasing number of users seamlessly transition between these modalities to convey their intents. This emerging trend presents new opportunities for utilizing queries in different modalities to help users complete their search journeys efficiently. In this proposal, we introduce an approach to segmenting a multimodal query stream into missions, demonstrate how these in-mission queries can enhance search ranking, and outline key areas for future research.

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Publication Details

Published
2024-10-20
DOI
https://doi.org/10.1145/3627673.3679067
Primary Topic
Speech and dialogue systems
Type
article
Field-Weighted Citation Impact
0.00
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article

Planes, Trains and Automobiles: Leverage Multimodal In-Mission Signals for Shopping Journeys

Shitian Li, Viet Ha−Thuc, Arnau Ramisa, Xinliang Zhu
Speech and dialogue systems
article

Planes, Trains and Automobiles: Leverage Multimodal In-Mission Signals for Shopping Journeys

Shitian Li, Viet Ha−Thuc, Arnau Ramisa, Xinliang Zhu
article en

Abstract

Modern search systems offer multiple ways for expressing information needs, including image, voice, and text. Consequently, an increasing number of users seamlessly transition between these modalities to convey their intents. This emerging trend presents new opportunities for utilizing queries in different modalities to help users complete their search journeys efficiently. In this proposal, we introduce an approach to segmenting a multimodal query stream into missions, demonstrate how these in-mission queries can enhance search ranking, and outline key areas for future research.

Amazon (United States) (US)
Decent work and economic growth
Openalex Percentile: Top 84%
Speech and dialogue systems
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