Future work includes relation discovery, which is to identify new relations besides hypernyms in an unsupervised manner.
recently, researchers have started working on extracting word relations based on pre-trained word embedding without the need of an existing corpus, thanks to the success of distributional word representation models such as GloVe (Pennington et al., 2014).