I finally solved it. It was something with the permalinks. I changed the permalinks structure and suddenly it works.
For anyone who may have a similar problem, try going to settings under wordpress –> permalinks and try changing the permalink structure. I changed mine from day and name to post name and now facebook can recognise the links.