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How to evaluate the degree of confidence in factual claims? How to convey this to participants or among participants?
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Integrating on-demand fact-checking with public dialogue
Study by Kriplean et al. (2014) explores integrating on-demand fact-checking into public dialogue through a crowdsourced voters’ guide.
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Taiwan’s Cofacts, a fact-checking platform built through civic collaboration.
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Birdwatch: Crowd Wisdom and Bridging Algorithms can Inform Understanding and Reduce the Spread of Misinformation
Research examining how crowdsourced annotations combined with algorithmic selection can combat misinformation, developing a matrix-factorization algorithm identifying annotations that appeal broadly across heterogeneous user groups through bridging-based ranking. Results showed algorithmically-se...
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Supernotes: Driving Consensus in Crowd-Sourced Fact-Checking
AI-driven approach to improve X’s Community Notes where for 91% of posts with proposed notes, no notes achieve sufficient support. The system generates LLM-created fact-checking notes synthesizing information from multiple existing notes, with a scoring model identifying candidates most likely to...
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X’s (formerly Twitter’s) Community Notes is a crowdsourced fact-checking feature where users can add context to potentially misleading posts, with notes appearing when rated helpful by contributors from diverse perspectives.