The genre is different but both main leads from the drama have a love story that spans 12 years. In Come and Hug Me, they both were young when they fell in love and found each other 3 times, like in the Third Charm.
It is continued from the first season with the same characters and pretty much the same plot. The only difference here is that there is slightly more romance than in the first.