The 25-year-old "X-Factor" judge came close to her rumored boyfriend after they recently met through mutual friends, reported Aceshowbiz.
The pair were spotted cozying up to each other after a dinner date at Zinque restaurant here last week.
"Rita and Yoni had been getting on really well and she loved his company. He is a bit of a socialite and they have a lot in common, especially when it comes to music. Rita has always been a big hip-hop fan and is really into his stuff," a source said.