For instance, this soft-attention mechanism tends to regard the name of a hotel "Hilton" with a good reputation in Clause3 as a positive word which could mislead the model into assigning a higher rating to aspect room.
a well-behaved approach should highlight sentiment-relevant words and discard noisy words for a specific aspect during model training.