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Here's my understanding from reading this reddit thread (how much more authoritative can you get?), looking at the Taipei Water Department website, and talking to an Airbnb host in the city:

Tap water is safe in Taipei on the city's side, but most people boil or filter to be sure, since old buildings may have dirty or faulty pipes.

I don't know about outside of Taipei.