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Since this is a Pandora Hearts Q&A I'm going to answer with the Alice in Wonderland version.

The Caucus race is same like almost any other regular race with participants and a course to run but the difference is that there is no start like "one, two, three!" and everyone could start running whenever they liked for as long as they liked until everyone was dry and that's when the race ended.