This indicates that the strong similarity contribution coming from word vectors is successfully affected by the word-in-context vectors from the network.
word Similarity Table 5 shows the results of encoding the words in context using a more sophisticated approach: mapping the word to a representation learned with the Siamese Network that we optimize on the derived classification task presented in Section 6.1.