I did several more tests. It appears to be that ESRI's geocoding service fails to work as the geocoding status displays on the top-right corner forever. For example, I used the two valid addresses below:
3730 Allendale Circle, Pittsburgh, PA 15204
3600 Forbes Ave., Pittsburgh, PA 15261
I wish ESRI can take care of this.