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vec2text

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jina-ai / embedding-inversion-demo

Embedding Inversion via Conditional Masked Diffusion: recover original text from embedding vectors using parallel denoising. Live demo + training pipeline + technical report.

nlp deep-learning pytorch text-embeddings text-reconstruction privacy-attack masked-diffusion jina-embeddings diffusion-language-model vec2text embedding-inversion embedding-privacy embedding-attack adaln qwen3-embedding

Updated Mar 7, 2026
Python

Jamsius / embedding-inversion-demo

Star

🛠 Reconstruct original text from text embeddings using conditional masked diffusion to reveal reversible embedding representations efficiently and accurately

Updated Aug 27, 2026
Python

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