{"slug": "ovis-embedding-pushing-the-frontiers-of-universal-omni-modal-embeddings", "title": "Ovis-Embedding: Pushing the Frontiers of Universal Omni-Modal Embeddings", "summary": "Alibaba's Ovis team introduced Ovis-Embedding, an omni-modal embedding family that encodes text, image, video, and audio through a single shared multimodal backbone rather than separate modality towers. The model is positioned as a state-of-the-art universal embedding system built on native integration across all four modalities.", "body_md": "In this report, we introduce Ovis-Embedding, a state-of-the-art omni-modal embedding family built on native integration of text, image, video, and audio. Instead of assembling separate modality towers, Ovis-Embedding uses a shared multimodal backbone to encode different modalities in a common repres", "url": "https://wpnews.pro/news/ovis-embedding-pushing-the-frontiers-of-universal-omni-modal-embeddings", "canonical_source": "https://aiflash.com/news/124711/", "published_at": "2026-09-23 02:30:25+00:00", "updated_at": "2026-09-23 02:54:53.560805+00:00", "lang": "en", "topics": ["artificial-intelligence", "machine-learning", "ai-research", "natural-language-processing", "computer-vision"], "entities": ["Ovis-Embedding", "Ovis"], "alternates": {"html": "https://wpnews.pro/news/ovis-embedding-pushing-the-frontiers-of-universal-omni-modal-embeddings", "markdown": "https://wpnews.pro/news/ovis-embedding-pushing-the-frontiers-of-universal-omni-modal-embeddings.md", "text": "https://wpnews.pro/news/ovis-embedding-pushing-the-frontiers-of-universal-omni-modal-embeddings.txt", "jsonld": "https://wpnews.pro/news/ovis-embedding-pushing-the-frontiers-of-universal-omni-modal-embeddings.jsonld"}}