The largest naval battle in history was the Battle of Leyte Gulf fought in October 1944 during WW2. The Battle of the Sibuyan Sea was part of that battle. The Battle of Leyte Gulf was in preparation for the invasions of allied troops into the Philippines; the 2nd Battle of the Philippines.