This document discusses various tools and techniques for converting mathematical content between different formats such as LaTeX, MathML, and XML. It outlines challenges in converting between formats with different levels of semantic meaning. Finally, it surveys several existing tools for converting LaTeX documents or fragments to other formats like MathML, images, and XML.