The music.ChurchofJesusChrist.org website has new music for ward and stake choirs, including hymn arrangements and anthems.
They are written by members of the Church who have shared their talents. The range of difficulty matches the abilities of ward choirs all over the world.
See Music for Choirs.
See other sources for LDS sheet music.