It was surprising to me and when I reviewed the paper, I found serious flaws that calls the fundamental claims into question - they didn't use any reasoning tokens. Any LLM or human will fail at a task like this if not allowed to think.

Calling "reasoning tokens" "thinking" is a complete confusion of concepts on your part.