Short answer: No they do not get the bonus if the First Timer leaves.

Long Answer:WTF has come over the community? I remember not that long ago people actually going out of thier way to be supportive and helpful of first timers? Is it because we got an influx of players form other MMOs? if So keep that kind of behavior to yourselves and spend a long time in introspection.