Scientific exploration often relies on the rapid and accurate expression of mathematical equations. Traditional equation editors can be tedious, hindering the flow of scientific development. To mitigate this challenge, innovative tools are emerging that optimize the equation typing process. Such tools leverage advancements in natural language proce