Scientific discovery often relies on the rapid and accurate formulation of mathematical equations. Traditional equation editors can be tedious, hindering the pace of scientific progress. To address this challenge, innovative tools are emerging that accelerate the equation typing process. These tools leverage advancements in natural language process