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Google DeepMind unveils Gemini Embedding 2 multimodal model

By PulseAugur Editorial · [4 sources] ·

Google DeepMind has introduced Gemini Embedding 2, a new native multimodal embedding model. This model can generate unified representations for video, audio, image, and text data, demonstrating strong zero-shot capabilities across various specialized domains. It achieves state-of-the-art performance on key embedding benchmarks, including multimodal retrieval tasks, and is positioned for downstream applications like RAG, recommendation systems, and search. AI

IMPACT This multimodal embedding model could enhance RAG, recommendation, and search systems with its unified representation capabilities.

RANK_REASON The cluster contains a research paper detailing a new multimodal embedding model from Google DeepMind.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 4 sources. How we write summaries →

Google DeepMind unveils Gemini Embedding 2 multimodal model

COVERAGE [4]

  1. X — Google DeepMind TIER_1 English(EN) · GoogleDeepMind ·

    RT @mseyed: Gemini Embedding 2: A Native Multimodal Embedding Model from Gemini 🚀

    RT @mseyed: Gemini Embedding 2: A Native Multimodal Embedding Model from Gemini 🚀 Today, we’re sharing the @GoogleDeepMind white paper for…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    Gemini Embedding 2: A Native Multimodal Embedding Model from Gemini

    Gemini Embedding 2 is a multimodal embedding model that generates unified representations for video, audio, image, and text data, achieving superior performance across diverse retrieval tasks and demonstrating strong zero-shot capabilities across specialized domains.

  3. arXiv cs.CV TIER_1 English(EN) · Madhuri Shanbhogue, Zhe Li, Shanfeng Zhang, Gustavo Hern\'andez \'Abrego, Shih-Cheng Huang, Aashi Jain, Daniel Salz, Sonam Goenka, Chaitra Hegde, Ji Ma, Feiyang Chen, Jiaxing Wu, Tanmaya Dabral, Babak Samari, Kevin Poulet, Daniel Cer, Kaifeng Chen, Paul … ·

    Gemini Embedding 2: A Native Multimodal Embedding Model from Gemini

    arXiv:2605.27295v1 Announce Type: new Abstract: We introduce Gemini Embedding 2, a native multimodal embedding model that allows embedding video, audio, image, and text modalities in a unified representation space. We leverage the multimodal capabilities of Gemini to produce embe…

  4. arXiv cs.CV TIER_1 English(EN) · Mojtaba Seyedhosseini ·

    Gemini Embedding 2: A Native Multimodal Embedding Model from Gemini

    We introduce Gemini Embedding 2, a native multimodal embedding model that allows embedding video, audio, image, and text modalities in a unified representation space. We leverage the multimodal capabilities of Gemini to produce embeddings for arbitrary combinations of interleaved…

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