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M. Sirivianos

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SoK: Formal Methods for Fact-Checking and Information Integrity

This work organises the field of automated fact-checking by what is being formalised instead, which gives five levels: the claim, the reasoning, the system doing the checking, the ecosystem the claim spreads through, and the regulatory obligation.

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, M. Sirivianos · 0 citations

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