As previously reported, the composer of A Chorus Line and many other works passed away last week in Los Angeles following a brief illness. He was 68.
According to an AP report, President Bill Clinton called Hamlisch, a "great, giving genius" at the service.
A choir of hundreds of singers, led by Judith Clurman, performed at the ceremony.
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