Neural network-based approaches include an LSTM that determines sentiment towards a target word based on its position (Tang et al., 2015) as well as a recursive neural network that requires parse trees (Nguyen and Shirai, 2015).
the sentence-level forward and backward LStMs receive the sentence starting with the first and last word embedding x 1 and x l respectively.