Timothée Chalamet and Elle Fanning share a sweet moment as they film a New York scene for the upcoming Bob Dylan biopic, A Complete Unknown

Timothée Chalamet and Elle Fanning shared a sweet moment as they filmed an outdoor scene for the upcoming biopic, A Complete Unknown on Tuesday. Timothée Chalamet and Elle Fanning shared a sweet moment as they filmed an outdoor scene for the upcoming biopic, A Complete Unknown on Tuesday The two acting titans gazed down the barrel of the camera as they sweetly smiled in one another's arms while sat in front of an apartment building in Hoboken, New Jersey Elle looked very casual for the day of filming as she wore a pair of knee-high boots, loose-fitting jeans and a fur-lined retro brown suede coat. A Complete Unknown, which is directed and co-written by Logan and Ford V. Ferrari filmmaker James Mangold, traces Dylan's move to New York City. Wonka star Timothée, 28, embraced his inner Bob Dylan with a retro style ensemble as he wore a pair of classic denim jeans and a flannel shirt The film follows his artistic development in the first half of the decade, which saw him move from protest and folk songs to forming a band and 'going electric' Elle played Suze Rotolo who was Bob's girlfriend from 1961 to 1964 He channeled the iconic folk singer–turned–rock prophet as he smoked a cigarette and rocked a mass of appropriately curly brown hair With his arm wrapped about his co-star, they looked comfortable on set as Elle, who plays Suze Rotolo, Dylan's girlfriend from 1961 to 1964, nestled under his chin Elle looked very casual for the day of filming as she wore a pair of knee-high boots, loose-fitting jeans and a fur-lined retro brown suede coat Timothee and Elle were They were spotted enjoying a stroll around the city as Timothée hauled a large brown leather guitar case It's not clear what year the Complete Unknown scene is set in, but Dylan's attire and shaggy hair suggest that it might be toward the end of their romance A Complete Unknown - which is directed by James Mangold - officially commenced filming earlier this year in March The pair later switched it up again as they removed their winter jackets for a black tank top and a brown pinstripe shirt They appeared in top spirits during the filming as Elle was spotted laughing They were seen walking around the streets on New York holding hands and sharing a coffee A Complete Unknown - which is directed by James Mangold - officially commenced filming earlier this year in March.