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"Learning-to-rank" or LTR utilizes machine learning technologies to optimally combine many features to solve the problem of ranking. Web search is one of the prominent applications of LTR. To improve the ranking of webpages, multimodality based Learning to Rank model is proposed and implemented. Multimodality is the fusion or the process of integrating multiple unimodal representations into one compact representation. The main problem with the web search is that the links that appear on the topdoi:10.35940/ijeat.f1442.089620 fatcat:2kfk6m47i5hhnfotnn7enheqzy