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Context based semantics for multimodal retrieval

机译:基于上下文的多模式检索语义

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摘要

This paper proposes an alternative to formal annotation for the representation of semantics, and presents an extension to it capable of handling multimedia (text and images) documents. The article argues that meaning is not a property of a document, but an outcome of a contextualized and situated process of interpretation. The consequence of this position is that one should not quite try to represent the meaning of a document (the way formal annotation does), but the context of the activity of which search is part. We present some general considerations on the representation and use of the context, and a simple example of a technique to encode the context represented by the documents collected in the computer in which one is working, and to use them to direct search. We show preliminary results showing that even this rather simpleminded context representation can lead to considerable improvements with respect to commercial search engines both for text and images.
机译:本文为语义表示提出了形式标注的替代方法,并提出了对它的扩展,使其能够处理多媒体(文本和图像)文档。该文章认为意义不是文档的属性,而是上下文和定位的解释过程的结果。这一立场的结果是,人们不应完全试图代表文档的含义(形式注释的方式),而应是搜索活动的一部分。我们介绍了有关上下文表示和使用的一些一般注意事项,以及一个简单的示例技术,该技术对在工作环境的计算机中收集的文档所表示的上下文进行编码,并使用它们来直接搜索。我们显示的初步结果表明,即使是这种相当简单的上下文表示形式,也可以相对于用于文本和图像的商业搜索引擎带来可观的改进。

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