Researchers at Databricks developed a solution to map freeform text to large taxonomies of 100k+ labels, outperforming existing frontier models in accuracy and cost. By combining vector search with the Databricks AI Classify function, they achieved a five-point accuracy improvement at a fraction of the cost of traditional models. This approach is particularly useful for large-scale taxonomy classification tasks in industries such as biomedicine, finance, and e-commerce. AI summary
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