We can see that, without using KB information, the Tree-LSTM mistakenly predict the argument role of E1 as None.
by incorporating KB concept embeddings, especially the information from the function description positive regulation of transcription, DNA-templated for Tax, our approach successfully promotes the probability of E1 being predicted as the Theme of E2.