--- layout: page title: Semi-Automated Semantization menu_title: Semantization menu_order: 105 --- is the process of making the knowledge and structure in informal representations explicit, so that they can be acted upon by machines. Currently, 99% of the available mathematical kwnoledge is encoded in informal mathematical documents: journal articles, books, preprints, handwritten course notes or recordings of lectures. To make these accessible to [semantic services and knowledge managment systems](kminteract), we must semanticize them. The KWARC group engages in multiple projects to help along semantization. In the [sTeX](/systems/sTeX/) format, we enable authors to semantically prelaop LaTeX documents so that we can generate [OMDoc](/systems/OMDoc) representation from them (again via [LaTeXML](http://dlmf.nist.gov/LaTeXML)). In the [arXMLiv project](/systems/arXMLiv) we transform the [Cornell ePrint arXiv](http://arxiv.org) into XML with MathML and explicit document structure via [LaTeXML](http://dlmf.nist.gov/LaTeXML). In the [LLaMaPuN](/systems/lamapun) project we develop libraries for automatically identifying meaning structures in arXMLiv documents so that we will eventually be able to harvest OMDoc from the results.