The women, both in their 20s, were rescued after an armed squad stormed the apartment early on Tuesday morning.
"We got the message that a man was holding two women against their will in an apartment, Preben Wallestad of the Hordaland police told Bergens Avisen. "The perpetrator was armed with an axe and a knife, and we therefore sent an armed patrol."
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Two men were arrested without incident and are now being questioned.