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WeChat WeMM-Embedding Powers Moments Search and Video Highlights With 1 Billion Daily Calls

WeChat WeMM-Embedding Powers Moments Search and Video Highlights With 1 Billion Daily Calls

October 28, 2026
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On September 4, WeChat AI announced the open-source release of its general multimodal embedding model, WeMM-Embedding. Available in 2B, 4B, and 9B versions, the model supports text, images, videos, visual documents, and any interleaved multimodal input.

According to WeChat employee @KeCunXiaoJiang, the WeChat Visual Team’s open-sourced multimodal model, WeMM-Embedding, enables the system to simultaneously understand text, images, and videos by placing them in a shared semantic space for comparison and retrieval.

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Already applied in scenarios such as Moments search and video recommendation

He revealed that this model is widely used within WeChat—Moments search, video recommendation, public account recommendation, and WeChat e-commerce all use it, with a daily call volume of 1 billion times. On the international authoritative benchmark MMEB-v2, the model ranked first, surpassing all previously submitted open-source and closed-source models.

Currently, related resources of WeMM-Embedding have been made available: the paper was published on arXiv, the code repository is hosted under the Tencent/WeMM-Embedding project on GitHub, and the model set is also available on Hugging Face.

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