BGE-M3
Foundation Models · Free
Multi-lingual, multi-granularity embedding model by BAAI
At a glance
- Made by
- BAAI (FlagOpen)
- Korean
- None (English and a few others only)
- Open source
- MIT (based on the FlagEmbedding repository badge; the model card license is not in the collected page)
- GitHub
- 12,243 stars · MIT
What is BGE-M3?
BGE-M3 is an embedding model for sentence similarity (sentence-similarity) released by BAAI on Hugging Face, usable with the sentence-transformers library. The model card includes evaluation results on MTEB (including BRIGHT) retrieval benchmarks, and it is marked as directly callable through Hugging Face's hf-inference inference provider. The related GitHub repository FlagEmbedding describes BGE as 'a one-stop retrieval toolkit for search and RAG' and carries an MIT license badge. In the collected page, the main text describing BGE-M3's features is cut off.
- Model for sentence similarity and embeddings (sentence-similarity)
- Supports the sentence-transformers library
- Callable via the Hugging Face hf-inference inference provider
- MTEB retrieval benchmark evaluation results published
- Works with the FlagEmbedding toolkit (search, RAG)
Who uses BGE-M3 and for what
- Embeddings for search and RAG systems
Pricing
Open source (free, weights/code released)
Released free under an open-source license with no extra cost for self-hosting (usage-based pricing when offered as a cloud API)
Estimate based on AI knowledge - please verify on the official site
AI tools similar to BGE-M3 (alternatives)
BGE-M3 vs. alternatives at a glance
| AI | Pricing | Combos on the map | Connected tools | Free | Cheapest monthly | Korean |
|---|---|---|---|---|---|---|
| BGE-M3 | Free | 0 | 10 | — | — | No |
| ALIGN | Free + paid | 0 | 10 | — | — | No |
| CLIP | Free | 0 | 10 | — | — | No |
| Cohere Embed | Free + paid | 0 | 10 | Yes | $2,000/mo | Yes |
| ImageBind | Free | 0 | 5 | — | — | No |
1 of these 5 tools have a free plan. Cheapest paid plan: Cohere Embed ($2,000/mo).
Combo and connection counts are based on the relationships recorded on AI Galaxy Map (2026-10-26); they are not a quality ranking.
BGE-M3 on AI Galaxy Map
- One of 60 AI tools in the Foundation Models field.
- Connected to 10 other tools — #11 in its field.
Frequently asked questions
Can I use BGE-M3 for free?
Open source (free, weights/code released). Prices can change, so check the official site before paying.
What AI can I use instead of BGE-M3?
Tools that do the same job, such as ALIGN, CLIP, Cohere Embed, ImageBind, are connected to it on the map.
Can I use BGE-M3 in Korean?
None (English and a few others only)
Sources (official pages)
Checked on the official pages on 2026-10-14. Prices and features can change, so check the official site again before paying.