The Rashomon Wikipedia: A Data-Perspectivist Analysis of Divergent Historical Narratives

Claudiu Creanga, Liviu P. Dinu, Anca Dinu


Abstract
Wikipedia aims to provide a unified, neutral record of history, yet its independent language editions often function as distinct epistemic communities, creating divergent narratives around contested events. This paper investigates cross-lingual historiographical bias by analyzing Wikipedia articles across five languages (Romanian, Hungarian, Russian, Turkish, and English) focusing on three contentious events in Romanian history: the Battle of Posada (1330), the Soviet occupation of Bessarabia (1940), and the Night Attack at Târgoviște (1462). Using human annotators and Large Language Models (LLMs) to classify citation stance and quantify narrative evolution from 2005 to 2024, we identify a phenomenon of "citation isolation". In the case of the Battle of Posada, only 2 out of 119 citations were shared between language editions, with the Romanian edition exhibiting a 91% pro-national bias compared to the balanced Hungarian edition. Longitudinal analysis reveals that these narratives are volatile and responsive to contemporary geopolitics, evidenced by a significant shift in the Russian framing of Bessarabia in 2024. Finally, we propose a "Peace-Maker" pipeline to automate conflict reconciliation. We demonstrate that while standard prompting leads models to hallucinate consensus, "adversarial" prompting, which explicitly instructs the model to preserve and attribute disagreement, achieves near-perfect neutrality scores.
Anthology ID:
2026.nlperspectives-1.2
Volume:
Proceedings of the the fifth edition of NLPerspectives
Month:
May
Year:
2026
Address:
Palma, Mallorca (Spain)
Editors:
Shiran Dudy, Gavin Abercrombie, Valerio Basile, Elisa Leonardelli, Simona Frenda
Venues:
NLPerspectives | WS
SIG:
Publisher:
ELRA Language Resources Association (ELRA)
Note:
Pages:
11–20
Language:
External URL:
https://lrec.elra.info/lrec2026-ws-nlperspectives-02
DOI:
10.63317/3sgqnffrw3hj
Bibkey:
Cite (ACL):
Claudiu Creanga, Liviu P. Dinu, and Anca Dinu. 2026. The Rashomon Wikipedia: A Data-Perspectivist Analysis of Divergent Historical Narratives. In Proceedings of the the fifth edition of NLPerspectives, pages 11–20, Palma, Mallorca (Spain). ELRA Language Resources Association (ELRA).
Cite (Informal):
The Rashomon Wikipedia: A Data-Perspectivist Analysis of Divergent Historical Narratives (Creanga et al., NLPerspectives 2026)
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