Through equations 4and 5, the model will put high probability on factors z w reflecting patterns that can supplement the linguistic embeddings e w in explaining the wordcontext co-occurrences.
the extracted latent visual factors can contribute to improve the performance on predicting the occurrence of a word and its contexts in the linguistic corpus, which would encourage the model to leverage the perceptual information.