Litcius/Paper detail

What's in a Name? Understanding the Interplay between Titles, Content, and Communities in Social Media

Himabindu Lakkaraju, Julian McAuley, Jure Leskovec

2021Proceedings of the International AAAI Conference on Web and Social Media126 citationsDOIOpen Access PDF

Abstract

Creating, placing, and presenting social media content is a difficult problem. In addition to the quality of the content itself, several factors such as the way the content is presented (the title), the community it is posted to, whether it has been seen before, and the time it is posted determine its success. There are also interesting \emph{interactions} between these factors. For example, the language of the title should be targeted to the community where the content is submitted, yet it should also highlight the distinctive nature of the content. In this paper, we examine how these factors interact to determine the popularity of social media content. We do so by studying resubmissions, i.e., content that has been submitted multiple times, with multiple titles, to multiple different communities. Such data allows us to `tease apart' the extent to which each factor influences the success of that content. The models we develop help us understand how to better target social media content: by using the right title, for the right community, at the right time.

Topics & Concepts

PopularityContent (measure theory)Social mediaComputer scienceQuality (philosophy)Internet privacyWorld Wide WebPsychologySocial psychologyMathematicsEpistemologyPhilosophyMathematical analysisComplex Network Analysis TechniquesSpam and Phishing DetectionSentiment Analysis and Opinion Mining