In this paper, we consider middle words of the regions, hence we can compose the semantics of a give region only by the middle words influences on the context words, or the context words’influences on the middle word. The most important thing from these two different perspectives in this model is the interaction between words.In the first proposed architecture, we focus on addressing the middle word’s influences on the context words. For example, in the sentence The food is not very good in this hotel, the occurrence of word not might bring a semantic reversal to the local region.The figure below is the architecture in a word context view.From the bottom to the top, the architecture is,Step1: Find the middle word omega_{i} and choose t from c to c.Step2: We use the local context unit of the middle word and the original word embeddings in a region and do element wise multiply to perform the projected embeddings in a word to context view,where the projected embeddings can reflect the middle word’s influences on the context words.Step3: Once the projected embeddings are obtained, a max pooling operation is applied to extract the most predictive features in the region.
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