Yes. Just like '. . .to the bank', we say '.. .to the pub' unless it's important to stipulate exactly which bank or pub we went to... .but do we go to the pub?
Also, do we always read the newspaper?Usually, yes. If it mattered to you, you could always ask 'Which newspaper/park?'Do we always say "walk/stroll in the park"?