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Multimodal Search✅ Airgapped✅ Apache2✅ v5-omni keeps the v5-text backbone completely frozen and adds pretrained vision and audio encoders c... Today v5-omni is available on Elastic Inference Service, HuggingFace and Jina API. Learn more about ... jina-embeddings-v5-omni is here! Our first universal embedding model for text, images, audio, and vi... Our official CLI for agents https://t.co/XLhRvLRuDc Tweet The trend toward smaller embeddings is a shift. On-device retrieval, browser-based search, and edge ... v5-text uses decoder-only backbones with last-token pooling instead of mean pooling. Four lightweigh... jina-embeddings-v5-text is here! Our fifth generation of jina embeddings, pushing the quality-effic... Text embeddings are widely assumed to be safe, irreversible representations. We show we can reconstr... Check out the live demo https://t.co/W1EXpDFCAL and see it in action. Our read our repo and paper fo... 0.6B params. Top3 on MTEB reranking task. 10× smaller than generative listwise rerankers. Read more ... jina-reranker-v3 was the first listwise reranker to throw all documents into one context window (whe... Here's an visualization for jina-embeddings-v4 vectors. This concentration collapses exponents to a ... Find our C implementation: https://t.co/3fT2TIKs0G And the paper: https://t.co/kdwFRBx18L Convert your embeddings to spherical coordinates before compression - this trick cuts embedding stor... Full paper here: https://t.co/9oWPkIMaW3 Survey on vision encoders in VLMs. The encoder side is weirdly understudied: everyone's busy scaling... Jina-VLM achieves state-of-the-art performance among open 2B-scale VLMs, leading with the highest av... Arxiv: https://t.co/s5Sqt1OkOt HuggingFace: https://t.co/HoUcF87BmJ Blog: https://t.co/0xkZlkEte5 Releasing jina-VLM: our new 2B vision language model achieves SOTA on multilingual visual question a... curl https://t.co/0iNSUvqigB This is our Meta-Prompt. It allows LLMs to understand our Reader, Embed...

Most don't know (1) how easy it is to invert embedding vectors back into sentences, (2) this is a pe...

Jina AI (@Ji · 2026-02-12 · via Jina AI(@JinaAI_)

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