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Vector representation doesn’t consider the ordering of words in a document

John is quicker than Mary and Mary is quicker than John have the same vectors

This is called the bag of words model.

In a sense, this is a step back: The positional index was able to distinguish these two documents.

We will look at “recovering” positional information later in this course.

For now: bag of words model