Final answer:
France shares the border of Lake Geneva with Switzerland, and the lake itself is known for its scenic importance in the Alpine region.
Step-by-step explanation:
The country that has Lake Geneva on the border with Switzerland is France. Lake Geneva, also known as Lac Léman, is one of the largest lakes in Western Europe and is shared between Switzerland and France. The lake is renowned for its picturesque beauty and is a popular destination for tourists visiting the Alpine region. In the context of the provided information, it is important to note that the Alpine ranges and multilingual diversity are significant characteristics of Switzerland, and Lake Geneva contributes to the scenic Alpine landscape that Switzerland is famous for.