A motivating example, where darker shades denote higher contributions to the sentiment of the target [waiting]. (a) A TDSA model should be able to identify two salient segments from the sentence, and that the second one is more important for determining the target’s sentiment. (b) Existing attention-based models would attend important words individually and fail to determine their relatedness with the target.