Role-Augmented Intent-Driven Generative Search Engine Optimization.

arXiv:2508.11158v3 Announce Type: replace-cross Abstract: Generative search engines (GSEs), which combine large language models (LLMs) with retrieval-augmented generation (RAG), are reshaping how users access Web information and making source visibility and in