Wikimedia data for AI: a review of Wikimedia datasets for NLP tasks and AI-assisted editing
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Abstract (arXiv)
Wikimedia content is used extensively by the AI community and within the language modeling community in particular. In this paper, we provide a review of the different ways in which Wikimedia data is curated to use in NLP tasks across pre-training, post-training, and model evaluations. We point to opportunities for greater use of Wikimedia content but also identify ways in which the language modeling community could better center the needs of Wikimedia editors. In particular, we call for incorporating additional sources of Wikimedia data, a greater focus on benchmarks for LLMs that encode Wikimedia principles, and greater multilingualism in Wikimedia-derived datasets.
Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). First posted on arXiv 11 Oct 2024.
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Citing papers per year: 2024: 1; 2025: 2; 2026: 3.
6 papers.
- 2025Wikipedia in the Era of LLMs: Evolution and Riskscited by 4
- 2025BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactionscited by 4
- 2026TSM-Bench: Detecting LLM-Generated Text in Real-World Wikipedia Editing Practicescited by 2
- 2024Language-Agnostic Modeling of Source Reliability on Wikipediacited by 0
- 2026Multilingual and Cross-Lingual Citation Needed Detection on Wikipedia for Lower-Resource Languagescited by 0
- 2026Temporal Preference Optimization for Unsupervised Retrievalcited by 0
- 2026Temporal Preference Optimization for Unsupervised Retrieval16 Jun 2026
- 2026Multilingual and Cross-Lingual Citation Needed Detection on Wikipedia for Lower-Resource Languages29 May 2026
- 2026TSM-Bench: Detecting LLM-Generated Text in Real-World Wikipedia Editing Practices29 May 2026
- 2025BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions6 Jun 2025
- 2025Wikipedia in the Era of LLMs: Evolution and Risks4 Mar 2025
- 2024Language-Agnostic Modeling of Source Reliability on Wikipedia24 Oct 2024