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Michael Sirivianos

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SoK: Formal Methods for Fact-Checking and Information Integrity

An automated fact-checking system returns a label: the claim is true, or it is false. In many such systems the verdict remains the primary output. What is generally missing is a record of which document settled the question, of what would have had to be different for the verdict to change, or of whether the same claim,...

Nikolaos Kekatos, Theodoros Nestoridis, Charalampos Bratsas et al. · 0 citations
#small language model Preprint Sep 2026

Two Fault Lines: Latent Polarity Geometry in X Community Notes

It is argued for a bridging model with more than one axis of disagreement, and for recruiting raters in the languages the current design reaches least, for recruiting raters in the languages the current design reaches least.

Andreas Andreou, Michael Sirivianos · 0 citations

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