# Bravo MaRDI: A Wikibase Powered Knowledge Graph on Mathematics

arXiv: https://arxiv.org/abs/2309.11484 · HTML: https://mlsanity.com/paper/2309.11484/

## Key facts

- Cited by 3 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 20 Sep 2023.

## Built on by (most cited first, 3 of 3)

- [A Human-in-the-Loop, LLM-Centered Architecture for Knowledge-Graph Question Answering](https://mlsanity.com/paper/2602.05512/) (2026)
- [Making Mathematical Knowledge Explainable, Accessible and Interoperable Through Large Language Model Integration](https://mlsanity.com/paper/2607.24512/) (2026)
- [The zbMATH Open Knowledge Graph: Tracing Centuries of Mathematical Research](https://mlsanity.com/paper/2609.00969/) (2026)

## Abstract (arXiv)

Mathematical world knowledge is a fundamental component of Wikidata. However, to date, no expertly curated knowledge graph has focused specifically on contemporary mathematics. Addressing this gap, the Mathematical Research Data Initiative (MaRDI) has developed a comprehensive knowledge graph that links multimodal research data in mathematics. This encompasses traditional research data items like datasets, software, and publications and includes semantically advanced objects such as mathematical formulas and hypotheses. This paper details the abilities of the MaRDI knowledge graph, which is based on Wikibase, leading up to its inaugural public release, codenamed Bravo, available on https://portal.mardi4nfdi.de.