It's up to you. Like all seeds, nuts, and legumes, split peas contain phytic acid, which can bind with some nutrients and make them less bioavailable. Soaking split peas in the fridge for 24 hours before cooking helps remove it. But you absolutely don't have to, and I typically don't. From a culinary perspective, the split peas will do just fine in your soup as-is.