The phrase embarrassingly parallel has a history in computer science.
Many computer science paper titles allude to past titles in other CS papers.
Calling it “cringe worthy” is unnecessarily mean. There is context and history you don’t understand.
"Embarrassingly" considered harmful?
"Embarrassingly" considered harmful?