Kanye West for screening of "Runaway", a short film he directed
The winners will be announced at the awards televised from Los Angeles on Feb. 10.
Record of the year nominees saw an assortment of rock, pop and hip hop nominees, with The Black Keys' Lonely Boy, Kelly Clarkson's Stronger, fun.'s We Are Young, Australian artist Gotye's heartbreak hit Somebody That I Used To Know, newcomer Frank Ocean's Thinkin About You, and Swift's We Are Never Ever Getting Back Together receiving nods.
The best new artist category saw a diverse range of artists, with blues-rock group Alabama Shakes, indie-pop band fun., country singer Hunter Hayes, folk-rockers The Lumineers and hip hop artist Frank Ocean all competing for the coveted title.
The nominations for the top awards and key categories were announced during an hour-long televised concert in Nashville for the first time, co-hosted by country-pop artist Swift and veteran Grammy host, rapper-actor LL Cool J.
Adding a twist to the normal announcement method, country artist Hunter Hayes sang the nominees for best pop album, a tight contest between Maroon 5, Kelly Clarkson, Pink, fun. and Florence and the Machine. Hayes picked up two nods for best new artist and best country vocal performance.
Concert performers included Maroon 5 singing a medley of their hits, and fun. featuring Janelle Monae and Ne-Yo. Paying homage to Nashville's country roots, country artists The Band Perry and Dierks Bentley performed a tribute to Johnny Cash with his song Jackson.
British rock legends The Who will receive the Grammy Lifetime Achievement Award in February.