Coordinated users can manipulate Community Notes' matrix factorization to make up to 10.7% of lower-quality notes appear helpful with fewer than 10 ratings, including a counterintuitive effect where 'Not Helpful' ratings can raise scores.
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2 Pith papers cite this work, alongside 10 external citations. Polarity classification is still indexing.
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The authors conduct a systematic literature review and real-world analysis to define Crowdsourced Context Systems and map a six-aspect design space with normative implications.
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Gaming Consensus: Coordinated Manipulation in Crowdsourced Fact-Checking
Coordinated users can manipulate Community Notes' matrix factorization to make up to 10.7% of lower-quality notes appear helpful with fewer than 10 ratings, including a counterintuitive effect where 'Not Helpful' ratings can raise scores.
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Beyond Community Notes: A Framework for Understanding and Building Crowdsourced Context Systems for Social Media
The authors conduct a systematic literature review and real-world analysis to define Crowdsourced Context Systems and map a six-aspect design space with normative implications.