XTR training does not improve retrieval effectiveness over ColBERT but enhances IVF engine efficiency by flattening token scores to produce more discriminative centroids.
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A semantic search system was deployed at health-system scale across 166 million clinical notes, delivering sub-second latency, ~$4000 monthly cost, and 24-89% faster chart abstraction with maintained agreement.
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A Replicability Study of XTR
XTR training does not improve retrieval effectiveness over ColBERT but enhances IVF engine efficiency by flattening token scores to produce more discriminative centroids.
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Health System Scale Semantic Search Across Unstructured Clinical Notes
A semantic search system was deployed at health-system scale across 166 million clinical notes, delivering sub-second latency, ~$4000 monthly cost, and 24-89% faster chart abstraction with maintained agreement.