Scientific research often relies on the rapid and accurate formulation of mathematical equations. Traditional equation editors can be laborious, hindering the pace of scientific workflow. To mitigate this challenge, innovative tools are emerging that streamline the equation typing process. Novel tools leverage advancements in natural language proce