Scientific discovery often relies on the rapid and accurate expression of mathematical equations. here Traditional equation editors can be laborious, hindering the momentum of scientific development. To overcome this challenge, innovative tools are emerging that optimize the equation typing process. These tools leverage advancements in natural lang