Method
Score Normalization
Canonical ID https://id.searchplex.net/score-normalization/
A method for transforming scores from one or more retrieval or ranking systems onto a scale intended to make them comparable or combinable.
Also called
- Score Normalisation
- Score Scaling
Scope
Score normalization is commonly used before weighted score fusion in hybrid retrieval. It is a score-preparation step, not the fusion method itself, and it is distinct from rank-based methods such as Reciprocal Rank Fusion.
Observed terms
- Linear Normalization
- Min-Max Normalization
- Z-Score Normalization
Not equivalent to
- Score Normalization is not Hybrid Retrieval. Score normalization may be used inside a hybrid retrieval system, but hybrid retrieval is the broader combination of retrieval signals.
- Score Normalization is not Reciprocal Rank Fusion. RRF combines rank positions and avoids relying on comparable raw scores; score normalization transforms numerical scores.
- Score Normalization is not Score Fusion. Score normalization prepares scores for comparison or combination; score fusion combines the normalized or calibrated scores.
Learn more
ID
- Canonical ID
https://id.searchplex.net/score-normalization/ - Scheme
Searchplex ID - Machine
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