LL Cool J

Eminem continued his comeback with a leading 10 Grammy nominations, including album of the year, record of the year and song of the year, as the Recording Academy announced the nominees with a live, music-filled special for the third year in a row.

Highlights from CBS' The Grammy Nominations Concert Live!! — Countdown to Music's Biggest Night included performances from Katy Perry, Miranda Lambert, Bruno Mars, Train, and B.o.B. Teen heartthrob Justin Bieber celebrated his first Grammy nomination — for best new artist — with a performance of "Favorite Girl" from London.

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Mars garnered the second highest total of nominations — seven.  Jay-Z, Lady Antebellum and Lady Gaga each earned six nods.

NCIS: Los Angeles star (and Grammy winner) LL Cool J hosted the celebration for a third time.

The 53rd annual Grammy Awards ceremony will air Sunday, Feb. 13 (8/7c) on CBS.

Among the nominees in the on-air announcements:

Album of the Year:

Arcade Fire, The Suburbs

Eminem, Recovery

Lady Antebellum, Need You Now

Lady Gaga, The Fame Monster

Katy Perry, Teenage Dream

Record of the Year:

B.o.B. featuring Bruno Mars, "Nothing on You"

Eminem featuring Rihanna, "Love the Way You Lie"

Cee Lo Green, "F--- You"

Jay-Z and Alicia Keys, "Empire State of Mind"

Lady Antebellum, "Need You Now"

Song of the Year:

Ray LaMontagne, "Beg Steal or Borrow"

Cee Lo Green, "F--- You"

Miranda Lambert, "The House That Built Me"

Eminem featuring Rihanna, "Love the Way You Lie"

Lady Antebellum, "Need You Now"

Best New Artist:

Justin Bieber

Drake

Florence & the Machine

Mumford & Sons

Esperanza Spaulding

Best Female Country Performance:

Jewel, "Satisfied"

Miranda Lambert, "The House That Built Me"

LeAnn Rimes, "Swingin"

Carrie Underwood, "Temporary Home"

Gretchen Wilson, "I'd Love to Be Your Last"