High Quality Content by WIKIPEDIA articles! The Soviet Union began a biological weapons program in the 1920s although the Soviet Union was a signatory to the 1925 Geneva Convention, which banned both chemical and biological weapons. During World War II, Joseph Stalin was forced to move his biological weapons (BW) operations out of the path of advancing German forces and may have used tularemia against German troops in 1942 near Stalingrad.