Do you expect your colleagues to entertain you every night? I was somehow assuming not, since they're giving you a free afternoon to explore the city.

If you're visiting a university, they may ask a graduate student to show you around, play translator for you, etc., although this is more likely to be done outside of Shanghai and Beijing these days.