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Mini toolsGemini Embedding 2
By Google
Model family: Gemini
Gemini Embedding 2 (gemini-embedding-2-preview) produces embeddings for text, images, video, audio, and PDFs in one unified space for cross-modal retrieval and classification. Google describes support that includes up to 8192 input tokens for text, up to 6 images per request, up to 120 seconds of video, native audio embedding without transcription, and PDF embedding up to 6 pages, plus interleaved multimodal inputs in a single request and MRL-based output dimension scaling down from 3072.
New
Multimodal
Gen 3
Overview
Gemini Embedding 2 is Google’s first natively multimodal embedding model that maps text, images, video, audio, and documents into a single shared embedding space.
About Google
At Google, we think that AI can meaningfully improve people's lives and that the biggest impact will come when everyone can access it.
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Last updated: March 11, 2026
