Choose the project in eclipse - > Select run as -> Choose Java application. This displays a popup forcing you to select something, try searching your class having the main method in the search box. Once you find it, select it and hit ok. This will launch the spring boot application.
I do not have the spring tool suite installed in eclipse yet and still, it works. I hope this helps.