Searching through videos, images, and long documents is powerful but gets very expensive when every tiny piece is stored separately.
This paper builds two teamwork models, Qwen3-VL-Embedding and Qwen3-VL-Reranker, that understand text, images, visual documents, and videos in one shared space so search works across all of them.