Taylor Swift Channels Her Inner 'Pretty Woman' on Picture-Perfect Night Out with Calvin Harris

Taylor Swift and Calvin Harris' Date Night in Los Angeles
Calvin Harris and Taylor Swift

03/02/2016 AT 01:35 PM EST

Cue the Pretty Woman theme song!

On Tuesday, Taylor Swift and Calvin Harris stepped out at Los Angeles' Beverly Wilshire, the same hotel where Julia Roberts and Richard Gere filmed their romantic '80s classic.

Swift, 26, put her stems on display in a little black dress, while Harris, 32, kept it casual in a black jacket, red t-shirt and dark jeans.

As Harris led the way, Swift looked up at the DJ with a smile.

The appearance follows up Swift's night out with Lorde and her brother Austin Swift at Vanity Fair's star-studded Oscars party on Monday and marks the first time she has been spotted in public with Harris since a Grammys afterparty, where they got "super affectionate," a source told PEOPLE last month.

In the wake of Swift's big Grammys night – she scored three trophies, including album of the year – Harris took to Instagram with a sweet message.

The producer posted a photo of Swift on stage and wrote, "Congratulations to my beautiful girlfriend."
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