BGE (BAAI)
https://huggingface.co/BAAI/bge-large-en-v1.5
BAAI (Beijing Academy of AI) BGE family — bge-large/base/small + bge-m3 multilingual + bge-reranker. One of the most widely-used open embedding families.
At a glance
- Type
- BAAI open embedding family
- Tier
- T2
- Section
- Embedding & reranker services
- Created
- 2023
- Latest release
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- License
- MIT
- GitHub
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- Pricing
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- Funding
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Taxonomy
- storage
- n/a
- retrieval
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- persistence
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- update
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- unit
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- governance
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- conflict
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When to use
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Pros & cons
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Cons
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Claims & capabilities
Top of MTEB benchmark for open embeddings; widely used in Chinese OSS RAG stacks.
Technical surface
- API surface
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- Backend storage
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- Deployment
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- Embedding model
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- Multi-tenancy
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- MCP
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- A2A
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- OpenTelemetry
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Similar systems
Other embedding & reranker services in the catalog, ranked by inbound references.
- Cohere Embed T1
Cohere's hosted embedding models (embed-v3 family) — multi-lingual, image+text, compression. Reranker API (Rerank-v3). Cohere is one of three major LLM startups (alongside Anthropic, OpenAI) by revenue scale.
- GTE (Alibaba-NLP) T3
Alibaba DAMO Academy's GTE family — open-weight multilingual embedding models; gte-large/base/small + Qwen-based gte-Qwen2.
- Hugging Face Inference API (Embeddings) T1
HF's hosted Inference API and Inference Endpoints — serve any model from the Hub including the BGE/GTE/E5 embedding families.
- Jina AI Embeddings T1
Jina AI's embedding family — jina-embeddings-v3 (multilingual), jina-clip-v2 (text+image), jina-colbert-v2. Open-weights + hosted API + ColBERT-style.
- Mistral Embed T2
Mistral AI's hosted embedding API — mistral-embed; available via Mistral La Plateforme and Azure AI.
- Mixedbread AI T2
Hosted embedding and reranker APIs — mxbai-embed-large + reranker. Open-weight models + paid API + agentic search.