Sounds to me as though the fuel line that supplies the carburetor has been pulled out so that it is above the fuel when tank is 1/2 empty, or there is a crack/break in the fuel line inside the tank. Not a hard job to replace the fuel line, but takes patience. If your machine has 2 lines, only take 1 off at a time to avoid confusion as to which one goes where on the carburetor.