vector search engine4 min read
Perplexity's New Visual Retriever Has a Size Problem. We Fixed It.
A number in a financial report needs its row, column, and unit to mean anything. A chart needs its labels. When you build search over PDFs, that context is part of what you want to retrieve. Perplexity released pplx-embed-v2-late, two late interaction models that search document pages as images.
By Andrey VasnetsovQdrant

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Originally published by Qdrant on Oct 13, 2026.
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