Aligning Large Language Models with Searcher Preferences

ArXi:2603.10473v1 Announce Type: cross The paradigm shift from item-centric ranking to answer-centric synthesis is redefining the role of search engines. While recent industrial progress has applied generative techniques to closed-set item ranking in e-commerce, research and deployment of open-ended generative search on large content platforms remain limited. This setting