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lines changed Original file line number Diff line number Diff line change @@ -6,7 +6,7 @@ Convert a collection of raw documents to a matrix using the Okapi BM25 document-
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BM25 is an approach similar to that of TF-IDF in terms of representing documents in a vector
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space. The BM25 scoring function uses both term frequency (TF) and inverse document frequency
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(IDF) so that, for each term in a document, its relative concentration in the document is
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- scored (like TF-IDF). However, BM25 improves upon TF-IDF by incorporating probability - particularly,
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+ scored (like TF-IDF). However, BM25 improves upon TF-IDF by incorporating probability - particularly,
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the probability that a user will consider a search result relevant based on the terms in the search query
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and those in each document.
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