The Wikipedia folks are now working on implementing a language-independent representation for their encyclopedic content - one that's intended to be rigorously compositional and semantics-aware, loosely comparable to Universal Meaning Representation (UMR) as known in the linguistics domain, that - if successful - may end up interacting in very interesting ways with multi-language capable LLMs. Very early experiments (nowhere near as capable as UMR as of yet, but experimenting with the underlying software infrastructure) are at
https://abstract.wikipedia.org , whilst a direct comparison of the projected design is given by
https://commons.wikimedia.org/wiki/File:Abstract_Wikipedia_N... https://elemwala.toolforge.org/static/nlgsig-nov2025.html