River Deep Mountain High was a song written by Jeff Barry, Ellie Greenwich, and Phil Spector. There were four popular versions of River Deep Mountain High by diverse groups as shown below. In 1971, a duet of superstar groups The Supremes & The Temptations hit number 11. No other version made the top 20.