Before revision:  Specifically, the proposed approach uses the target of the nearest input example to initialize the memory state of an LSTM model  or to guide attention mechanisms.
After revision:  Specifically, the proposed approach uses the target of the most similar training example to initialize the memory state of an LSTM model or to guide attention mechanisms.