"@google gave a nice presentation. #CIOconference."
That tweet, with the hashtag, would provide better context than:
"@google gave a nice presentation."
In this case, the writer of the tweet informs people that his message is meant within the context of a conference he is attending. The benefit: his followers do not need to read past tweets in his Twitter stream to find out where he is or what he means.