Two patterns: as a verb-object phrase ('to take responsibility', e.g.
我来负责任), or as an attributive adjective ('responsible', e.g.
负责任的政府). Note this is
负 +
责任 ('bear responsibility'), not
负责 +
任 — but it can also be parsed as
负责 + reduplication for emphasis in some textbooks.
