No, the words are meaningful to it. It's effectively using the CoT text as a "scratch space" for intermediate steps it can't calculate on one iteration through the transformer. These papers give examples of how it works:
>>AlexCo+(OP)
I mean, this theory is directly contradicted by the paper under discussion. If you want to assert this then you need to be arguing why the paper is wrong.