The implementations in the benchmark game are all targeting performance.
This will almost always also be the most energy efficient thing on modern cpus.
It will not always be the most memory efficient way. I neither agree or disagree with what they are measuring, its just data. I would not look at this if I was trying to get an idea of what languages are most memory efficient, maybe.