Errors in the word test set are probably due to insufficient word embedding models or errors caused by the linear mapping L. As we already mentioned, our synset embeddings can only be as good as the underlying word embeddings.
both cases, insufficient word embeddings and insufficient linear map, also affect the performance of the synset embeddings.