The 25-year-old 'Impossible' hitmaker is believed to have met Buckby through micro-blogging site Twitter, reported Daily express.
"James and Lori are really taken with each other and are very cute together. She's often at his flat and has been introduced to a handful of his close friends," a source said.
"One thing he likes about Lori is she's not a gold-digger - she comes from a well-off family and has made a lot of money through her glamour modelling and Babestation work," the source added.
Arthur shot to fame after winning the ninth series of "The X Factor" last year.
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