CPU vs. GPU

Your example of chess benchmark is not valid. IBM’s hardware had very simple position evaluator. This allowed them to evaluate an incredible amound of positions per second. Fritz (the software you gave the link to) uses better evaluator which is slower but produces better result. That’s why Fritz with its 8 million positions per second is better than IBM’s machine with its 200 million positions per second.