Equation 5 · Part 1 · From BM25 to Agentic Retrieval: A History of Retrieval-Augmented Generation
Symbol k
What this part means
k is part of the quantity the equation computes from the expression on the right.
Its job in the formula
k is part of the quantity the equation computes from the expression on the right.
Full expression→Symbol k→Article meaning
The passage around this formula
…specifies is exactly the ancestor of what every later retriever, sparse or dense, still does: score a term by how often it occurs locally and how rare it is globally. They define the inverse document frequency of a term k , for a collection of n documents in which k appears in of them, as . and combine it multiplicatively with raw term frequency so that a term scores highest when it occurs often in one document but rarely across the collection. Evaluated on three test collections in…
Learn the underlying idea
A variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.
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Sources cited in the surrounding passage
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