Policy-Grounded Dynamic Facet Suggestions for Job Search

In three linesLinkedIn presents dynamic facet suggestion (DFS) for refining job search queries. 80% of queries contain ≤3 keywords. System combines semantic retrieval, distilled small language model scoring, and real-time ranking to disambiguate user intent. Online A/B tests show significant improvements in engagement and search outcomes.

Summary generated by Claude — human-verified