Descriptions from the Customers: Comparative Analysis of Review-based Product Description Generation Methods

Product descriptions play an important role in the e-commerce ecosystem. Yet, on leading e-commerce websites product descriptions are often lacking or missing. In this work, we suggest to overcome these issues by generating product descriptions from user reviews. We identify the set of candidates us...

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Veröffentlicht in:ACM transactions on Internet technology 2020-11, Vol.20 (4), p.1-31
Hauptverfasser: Novgorodov, Slava, Guy, Ido, Elad, Guy, Radinsky, Kira
Format: Artikel
Sprache:eng
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Zusammenfassung:Product descriptions play an important role in the e-commerce ecosystem. Yet, on leading e-commerce websites product descriptions are often lacking or missing. In this work, we suggest to overcome these issues by generating product descriptions from user reviews. We identify the set of candidates using a supervised approach that extracts review sentences in their original form, diversifies them, and selects the top candidates. We present extensive analyses of the generated descriptions, including a comparison to the original descriptions and examination of review coverage. We also perform an A/B test that demonstrates the impact of presenting our descriptions on user traffic.
ISSN:1533-5399
1557-6051
DOI:10.1145/3418202