No, split peas do not need to be soaked before cooking. Whilst some legumes, such as dried beans, require soaking prior to cooking, split peas are much smaller and are just peas that have been dried, and therefore can be used directly in the recipe without soaking. Just give them a thorough rinse before cooking to remove any dust or dirt particles they may have picked up during the drying process.