The answer to the crossword clue “Romantic Sounding Herb” is “ROSEMARY.” Rosemary is a fragrant herb that is often used in cooking and as a decorative plant. Its romantic connotations come from its association with love and remembrance, as well as its traditional use in wedding ceremonies.