In 1991, Cohen revealed to Throat Culture magazine that the recording of his third album had been a difficult time for him because "absolutely everything was beginning to fall apart around me: my spirit, my intentions, my will.
What I mean to say is that as lonely and as solitudinous as she was she had to meet and be embraced by her destiny...seen from the point of view of the woman's movement she really does stand for something stunningly original and courageous."
In the same interview, Cohen revealed that his "chop", his unique pattern of playing syncopated classical guitar, is especially evident on "Avalanche", and also asserted, "There are songs like 'Dress Rehearsal Rag' that I recorded once and I will never sing.
In an interview with Alastair Pirrie of the New Musical Express in March 1973 - just two years after the album was released - Cohen disparaged the LP: "I suppose you could call it gimmicky if you were feeling uncharitable towards me.
The front of the album sleeve is a sparsely detailed black-and-white photo of Cohen, smiling, with several days' beard growth.
The back cover has no track listing, and quotes Cohen's short poem "They Locked Up A Man": The album reached no.
In his review of the 2007 reissue release, Tim Nelson of BBC Music stated that Cohen's third LP "is perhaps less varied than the first two albums, but the focus is more intense and the sequencing superb.
3 in a Rolling Stone readers poll of the top ten greatest Leonard Cohen songs.
In 2007, Columbia/Legacy released a newly remastered CD with a new book style packaging and a bonus track: a 1968 recording of "Dress Rehearsal Rag".
Judy Collins recorded "Dress Rehearsal Rag" in 1966 on the album In My Life, years before it would appear on Songs of Love and Hate.
The Art Of Time Ensemble featuring Sarah Slean recorded "Dress Rehearsal Rag" for their 2009 album Black Flowers.
Allison Crowe recorded "Joan of Arc" for release on her 2004 album Secrets and this version also appears on the Mojo 2008 tribute compilation CD Cohen Covered.
Anna Calvi has also covered "Joan of Arc" live and in the studio, available as a B-side to her single "Desire".