It uses them as tokens to direct the chain of thought, and it is pretty interesting that it uses just those works specifically. Remember that this behavior was not hard-coded to the system.
Filler words may (…or may not) give the model ‘time’ to ‘think’.
Either way you can scroll past it or feed it to a summarizer model like OpenAI does.