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Perplexity AI Releases pplx-embed-v2-late: A 0.6B Edge Model and a 9B Model Scoring 92.4% on MADQA

Perplexity drops dual-size embeddings: 0.6B for edge, 9B scoring 92.4% on MADQA—both MIT-licensed and self-hostable.

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The KeyNews take

Why it matters

Open-weight embedding models at scale compete with proprietary alternatives. Practitioners can now ground retrieval systems locally without vendor lock-in, though ViDoRe performance (61.2%) reveals task-specific limits.

The key facts

10 to know
  1. pplx-embed-v2-late: two sizes (0.6B edge, 9B production)

  2. MADQA benchmark: 92.4% (best score)

  3. ViDoRe v3 Markdown: 61.2% (weakest score)

  4. MIT license, self-hostable

  5. No pricing, no API gate mentioned

  6. Two model sizes: 0.6B (edge devices) and 9B (high-quality indexes)

  7. Best benchmark score: 92.4% on MADQA

  8. Weakest score: 61.2% on ViDoRe v3 Markdown

  9. MIT license; self-hostable

  10. No pricing, no API tier, no regional availability limits disclosed

The story so far

Earlier coverage of this storyline

  1. Google DeepMind Releases EmbeddingGemma 2, a 740M Open Multimodal Embedding Model Built on Gemma 4MarkTechPost
  2. EmbeddingGemma 2: an open, lightweight multimodal embedding modelGoogle DeepMind Blog
  3. EmbeddingGemma 2Simon Willison
  4. Google expands EmbeddingGemma beyond text to images, audio and videoSiliconAngle
  5. Google DeepMind Launches EmbeddingGemma 2 for On-Device Multimodal SearchTechRepublic
  6. This story

Go to the source

MarkTechPostmarktechpost.com

Publisher excerpt: Perplexity's pplx-embed-v2-late comes in 2 sizes: a 0.6B model built to run on edge devices, and a 9B model for building high-quality indexes. Its best score is 92.4% on MADQA, and its weakest is 61.2% on ViDoRe v3 Markdown. Both are MIT-licensed and ready to self-host.
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