Hello all,

We are building a tool to detect when a Wikipedia article's coverage of
viewpoints drifts over time, and we'd value this list's feedback on the
methodology.

*In short*: it watches an article across many revisions and flags when its
representation of viewpoints seems to be shifting in a directional,
persistent way , pointing to roughly when the shift began, which sections,
and which edits.

It is a drift detector, not a bias classifier: it never declares an article
"biased"; it surfaces candidates and leaves the neutrality call to editors.
It builds on a gap named in the Foundation's 2025 guidance, "*Recommended
Practices for NPOV Research on Wikipedia*" (Johnson et al.,
arXiv:2510.21526).

*The full write-up*, detailing the signals, methods, and validation is on
Phabricator.
Please do read it there and *leave your comments directly on the task*, so
the discussion stays in one place:
https://phabricator.wikimedia.org/T428896

Thanks for taking a look.
Mahima Agarwal <https://phabricator.wikimedia.org/p/MahimaSinghal/>

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30/06/26, 15:05:37
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