In search quality, there are query-dependent ranking signals, and query-independent ranking signals.

· Bits and Bobs 5/5/25
  • In search quality, there are query-dependent ranking signals, and query-independent ranking signals.
    • Query-independent signals are things like the Page Rank of a given result.
    • Query-dependent signals are things like, "for this query, how often is this result clicked on by users when it shows up in the search results."
    • You can also think of user-dependent ranking signals, and user-independent.
    • A user-independent quality signal for a Maps listing is "what is the average rating score of this place."
    • A user-dependent quality signal is "what is the average rating of this place for people with similar preferences as this user?"
    • In systems with more context, the user-dependent ranking signals will get more and more important.

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