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kacperlukawski committed Aug 7, 2024
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9 changes: 5 additions & 4 deletions qdrant-landing/content/articles/late-interaction-models.md
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title: "Every* model might be a late interaction model if you give it a chance"
title: "Every* embedding model might be a late interaction model if you give it a chance"
short_description: "Standard dense embedding models are surprisingly good in late interaction scenarios."
description: "Standard dense embedding models are surprisingly good in late interaction scenarios."
preview_dir: /articles_data/late-interaction-models/preview
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\* At least every Open Source model, because you need to access its internals.

Qdrant 1.10 introduced support for multi-vector representations, and late interaction, are the most prominent example of
such models. In a nutshell, both documents and queries are represented by multiple vectors, and finding the most
relevant documents requires calculating a score based on similarity between the pairs of query and document embeddings.
Qdrant 1.10 introduced support for multi-vector representations, and late interaction is the most prominent example of
such a model. In a nutshell, both documents and queries are represented by multiple vectors, and finding the most
relevant documents requires calculating a score based on the similarity between the pairs of query and document
embeddings.

![Late interaction](/articles_data/late-interaction-models/late-interaction.png)

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