IIRC: The rate in Japan has been below replacement level (2.1) for longer but the rate in SK has been falling faster and has now passed Japan.

Edit:
Just did some quick research:

First year below 2.1

Japan: 1975

Sth Korea: 1984

Year Sth Korea dropped below Japan's rate and kept falling: 2001.