Efficient Document Retrieval With Vision Language Models: ColPali
ColPali: a novel approach for efficient document retrieval using vision-language models, outperforming traditional text-based methods by jointly representing & retrieving documents from both textual & visual content.
This is a Plain English Papers summary of a research paper called ColPali: Efficient Document Retrieval with Vision Language Models. If you like these kinds of analysis, you should subscribe to the AImodels.fyi newsletter or follow me on Twitter. Overview This paper introduces ColPali, a novel approach for efficient document retrieval using vision-language models. ColPali leverages the capabilities of large multimodal models to jointly represent and retrieve documents from both textual and visual content. The authors demonstrate that ColPali outperforms traditional text-based retriev...