Singer Justin Bieber and model Kendall Jenner have sparked dating rumours after the two were spotted enjoying a meal together.

According to a source, they were accompanied by Kendall's friend Hailey Baldwin in Manhattan April 28. Usmagazine.com reports that the trio sat down for Japanese fare during a dinner that lasted nearly two hours.

After the meal, Bieber cleared out first. Then Baldwin left with Jenner shortly after.

Bieber's on-and-off girlfriend Selena Gomez was entangled in a feud recently with Kendall and her younger sister Kylie Jenner.

A source said that things "got messy" between the young stars.

"Selena said the Jenner girls were flirting with Justin and his crew. She was pissed and over reacted," said a source.

Another source said: "They had an issue but they have cleared it up. Selena has always liked the Jenner girls. They had been fans of Selena since they were young."