Gee, I should have looked at Zemerl first. This appears to be more correct than the version I posted above. "Con sospiros de amor" seems to make sense, and what I transcribed above from the Jewish Fake Book does not. Note, however, that this is not the song that Hester and Frankel sing.
-Joe Offer-
Los Bilbilicos (The Nightingales)
Los bilbilicos cantan
Con sospiros de amor
Mi neshama mi ventura
Estan en tu poderLa rosa enflorese
En el mes de mai
Mi neshama s'escurese,
Sufriendo del amorMas presto ven palomba
Mas presto ven con mi
Mas presto ven querida,
Corre y salvameThe nightingales sing
With sighs of love
My soul and my fate
Are in your powerThe rose blooms
in the month of May
My soul and fate
Suffer from love's painCome more quickly, dove
More quickly come with me
More quickly come, beloved
Run and save me
Zemerl - http://www.princeton.edu/zemerl
Click here and here for a couple more recordings of this song, again with lyrics somewhat different from what I posted.