Essentially yes, they also get efficiencies from heat exchangers too on the way in and out:

“The new Zhangjiakou plant does away with fossil fuels, using advances in supercritical thermal storage, supercritical heat exchange, high-load compression and expansion technologies to boost system efficiency.”