Well not soon. But yes chances are it will go down eventually, if you believe that it will revert to mean.
However if you are trading on momentum, you would buy on that signal, and cover the trade once (for example) the 50 dma starts flattening, or other indicators tell you to get out.
I think momentum strategies are inherently short term