In French, you use quotation marks (" ") around the titles of stories, poems, articles, songs, and chapters.
For example:
* "Le Petit Prince" by Antoine de Saint-Exupéry
* "La Chanson d'Hélène" by Charles Aznavour
The use of quotation marks is the same whether the title is in French or another language.