South Korea was under varying levels of dictatorship from the Korean War until the Sixth Republic in 1987. Roh Tae-woo, the first president after authoritarian rule, was imprisoned for corruption. Roh Moo-hyun, the President from 2003-2008 was investigated for corruption and died by suicide rather than face charges. Lee Myung-bak, his successor, was imprisoned for corruption. Park Geun-hye, his successor, was imprisoned for corruption.
I don't know that South Korea is the poster child for a "better-run and not not-so-corrupt" society.