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The rocker even talked about his dislike of the social networking website in his latest album 'Wake Up the Nation'.
The Jam vocalist reportedly exchanged wedding vows with Hannah Andrews in an intimate ceremony in Capri, Italy last week.
At the upcoming event, GaGa is up for best female artist and best live act, in which she will battle against Green Day, while Weller is nominated for best male and best album.
The rapper, who lost to The xx at the Mercury Awards, won Best Solo Artist gong at the GQ Men of the Year Awards.
The rock band took the top album honor at the September event, beating out Weller who was the favorite to win the prize.
'I've been in love before, but I've never felt as fulfilled as this,' said the veteran singer who split with his long-time partner to be with 25-year-old Hannah Andrews.
The former The Jam frontman says no when once offered the royal title and has no regrets over his decision, insisting he doesn't 'understand all that.'
Dizzee Rascal, Laura Marling, Mumford & Sons and The xx will also battle it out for the coveted prize, which will be presented at a ceremony in London on September 7.