reranking
Adjusting list positions
Reranking is the process of reordering search results or ranked items using a second-pass algorithm, typically to improve relevance or incorporate additional criteria.
In information retrieval and machine learning, an initial fast search produces candidates, then a more sophisticated model reranks them: The system uses semantic reranking to surface better matches.
State of mattering here
- queryRequest for information
- retrievalAct of getting back
- indexingSystematic organization for retrieval
- resultsWhat follows from effort
SERP · click-through · documents · precision · recall · candidates
Arranging into sequence
- scoringEarning points in competition
- prioritizationRanking by importance
- weightingAssigning relative importance values
- transformerVoltage-altering electrical device
BERT · embedding · vector · similarity · fine-tuning · attention · pairwise
Tailoring to individual needs
- candidatesThose seeking selection
- diversityState of varied elements
- freshnessState of being unspoiled
- popularityMass public favor
engagement · feed · suggestions · playlist · e-commerce · Netflix · Spotify · Amazon
Standards for assessment
- precisionAccuracy of measurement
- recallMemory retrieval act
- benchmarkingMeasuring against top performers
- engagementCommitment to wed or attend
conversion · performance · accuracy · effectiveness · comparison · baseline
relevance
State of mattering here
- queryRequest for information
- retrievalAct of getting back
- indexingSystematic organization for retrieval
results · SERP · click-through · documents · precision · recall · candidates
sorting
Arranging into sequence
- scoringEarning points in competition
- prioritizationRanking by importance
- weightingAssigning relative importance values
transformer · BERT · embedding · vector · similarity · fine-tuning · attention · pairwise
personalization
Tailoring to individual needs
- candidatesThose seeking selection
- diversityState of varied elements
- freshnessState of being unspoiled
popularity · engagement · feed · suggestions · playlist · e-commerce · Netflix · Spotify · Amazon · two-stage
metrics
Standards for assessment
- precisionAccuracy of measurement
- recallMemory retrieval act
- benchmarkingMeasuring against top performers
engagement · conversion · performance · accuracy · effectiveness · comparison · baseline