
Hybrid Search Fusion Tuning —Optimise Keyword & Semantic Weighti
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4 days
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What you get with this Offer
I will tune the fusion weighting of your hybrid search system — running systematic experiments across fusion weight configurations (α for semantic, 1-α for keyword), evaluating each configuration on your query set, applying statistical significance testing to identify genuine improvements, and delivering the optimal configuration with supporting evidence. Default hybrid search fusion weightings are arbitrary — most implementations use equal weighting or a manufacturer-recommended default that is not calibrated to your specific query distribution; systematic tuning on your query set consistently improves retrieval quality by 5-15% over uncalibrated defaults.
The tuning covers fusion weight parameter space exploration, evaluation against your labelled query set, statistical significance testing across configurations, sensitivity analysis identifying how robust the optimal configuration is to small parameter changes, and a configuration recommendation with supporting evidence.
The tuning covers fusion weight parameter space exploration, evaluation against your labelled query set, statistical significance testing across configurations, sensitivity analysis identifying how robust the optimal configuration is to small parameter changes, and a configuration recommendation with supporting evidence.
What the Freelancer needs to start the work
Please share your hybrid search system, your labelled query set with relevance judgements (minimum 30 queries), your current fusion configuration, and your primary retrieval quality metric.
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