Faxon Veterans Memorial Park Park St & Walnut Ave, Stoughton, MA02072 Faxon Veterans Memorial Park is nestled at the intersection of Park Street and Walnut Avenue, just past the…More downtown. The Park pays tribute to Stoughton's fallen heroes--the men and women who have died serving their country in war--with various monuments. There are decorative cannons and cannon balls, benches to sit and relax and a gazebo (named for Charles F. Large). The park is also used for outdoor concerts in the summer months. Parking is available on the street.