WikiResearch

In the latest issue of our monthly newsletter:
* Three papers on how Wikipedians use (or don't use) LLMs
* Experienced editors contribute more to "underproduced" articles than newbies
and more: meta.wikimedia.org/wiki/Research:…

"Specificity Bias and the Wikipedia Paradox: An xAI Analysis of AI Text Detectors under Domain Shift" - purely statistical detection paradigms face systematic limitations in highly structured human domains such as Wikipedia

(Morloher et al, 2026)

arxiv.org/pdf/2611.03280

"What AI Gets to See: Auditing the Loss of Multilingual Community Knowledge in Machine-Facing Metadata on Wikimedia Common" multilingual NLP should include auditing and repairing recovery gaps in public knowledge infrastructures

(Yu and @aylin_cim, 2026)

aclanthology.org/2026.emnlp-mai…

"WPTokens: A Dataset for Studying the Regulation of Wikipedia" Sentence- and node-level change tracking over the full revision history of French Wikipedia

(@leojoubert, 2026)

arxiv.org/pdf/2610.07108

"When the Commons Appropriates a Large Language Model: How WikiVault Reshaped Korean Wikipedia" amplifying production capacity, shifting work to reviewing articles, and importing editorial judgments from enwiki
arxiv.org/pdf/2610.07660

@song_inhwa_, @sohwng, T.Yoo, @manoelribeiro