Picturebook embeddings on their own are likely to be useful for representing concrete words but it is not clear whether they will be of benefit for abstract words.
we would like to fuse our Picturebook embeddings with other sources of information, for example Glove embeddings (Pennington et al., 2014) or randomly initialized embeddings that will be trained.