Beijing,Shanghai, Jiangsu, and Zhejiang scored the highest in the 2018 PISA, followed by Singapore, Macao, and Hong Kong. Taiwan is quite a few notches down.
The ranking is according to the Reading column. I did a quick check. Taiwan comes in 5th if based on the Mathematics column. U.S. is below average if based on Maths column.