为多模式矢量搜索应用设计界面

Owen Pendrigh Elliott, Tom Hamer, Jesse Clark
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引用次数: 0

摘要

多模态矢量搜索为信息检索提供了一种新的范式,它展示了许多传统传统搜索引擎无法实现的功能。虽然多模态矢量搜索可以被视为这些传统系统的直接替代品,但利用多模态搜索的独特功能可以显著增强用户体验。任何信息检索系统的核心都是表达信息需求的用户,传统的用户界面只有一个搜索栏,允许用户与词法搜索系统进行有效交互,但对于多模态矢量搜索来说,这并不一定是最佳的。在本文中,我们探讨了利用 CLIP 模型的多模态矢量搜索应用程序的新功能,并介绍了实现方法和设计模式,这些方法和模式能让用户更好地表达他们的信息需求,并在信息检索环境中与这些系统进行有效交互。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Designing Interfaces for Multimodal Vector Search Applications
Multimodal vector search offers a new paradigm for information retrieval by exposing numerous pieces of functionality which are not possible in traditional lexical search engines. While multimodal vector search can be treated as a drop in replacement for these traditional systems, the experience can be significantly enhanced by leveraging the unique capabilities of multimodal search. Central to any information retrieval system is a user who expresses an information need, traditional user interfaces with a single search bar allow users to interact with lexical search systems effectively however are not necessarily optimal for multimodal vector search. In this paper we explore novel capabilities of multimodal vector search applications utilising CLIP models and present implementations and design patterns which better allow users to express their information needs and effectively interact with these systems in an information retrieval context.
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