So this thing is based on Kiwix, which is based on the ZIM file format.
In the meanwhile, wikipedia ships wikidata, which uses RDF dumps (and probably 8x less compressed than it should be).
https://www.wikidata.org/wiki/Wikidata:Database_download
There is room for a third option leveraging commercial columnar database research.
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