Scientific discovery often relies on the rapid and accurate expression of mathematical equations. Traditional equation editors can be time-consuming, hindering the pace of scientific workflow. To mitigate this challenge, innovative tools are emerging that accelerate the equation typing process. Such tools leverage advancements in natural language p