Titlebook: Embeddings in Natural Language Processing; Theory and Advances Mohammad Taher Pilehvar,Jose Camacho-Collados Book 2021 Springer Nature Swi

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Introduction,transform computers into “intelligent” agents. By intelligence here we do not necessarily mean an extraordinary level of smartness; it often involves basic problems that humans solve frequently in their day-to-day lives. This can be as simple as recognizing faces in an image, driving a car, playing

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Word Embeddings,imensional space and how distances in this space can denote the similarities between objects. However, we did not discuss how these spaces are constructed. In other words, the following question remained unanswered: how can we place hundreds of thousands of words in a space such that their positioni

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Sentence and Document Embeddings,ling with natural language, understanding longer units of meaning such as sentences. and documents is crucial. While this chapter is not covered as exhaustively as the other chapters, we still provide a basic overview and pointers so the reader can delve into these topics on their own.

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