BGE-M3
BGE-M3 is BAAI's January 2024 multilingual embedding snapshot, not a 2026 retrieval crown.
Compare text-embedding-3-large if you wanted a still-listed OpenAI v3 row, and text-embedding-ada-002 if you wanted the older billed OpenAI snapshot.
Key Features
- Confirm that card before you quote 568M / 1024-d / 8192.
- Not a 2026 leaderboard: MIRACL 70.0 and MKQA 75.5 stay off the table unless you re-run a first-party board.
- Hybrid story is leftover: Dense + multi-vector + sparse is still on the card. Do not call it the first or only hybrid embedder in 2026.
- No invented API dollar: Self-host or recheck a host.
Use Cases
- People with a 2024 BGE-M3 bookmark who need the catalog corrected.
- People who were about to paste MIRACL 70.0 into a 2026 deck.
Limitation: We did not re-embed a multilingual corpus or re-run MIRACL / MKQA.
Pricing
First-party pages on 2026-08-17.
| Piece | Price | Notes |
|---|---|---|
| BGE-M3 weights | MIT card on Hugging Face | Confirm the live card for license and files. |
| Hosted inference | Confirm the host | Confirm the live official page. |
If a leftover blog still calls BGE-M3 the current multilingual crown, treat this page as the correction.
Getting Started
- Open huggingface.co/BAAI/bge-m3 before you download weights.
- Confirm text-embedding-3-large if you wanted a billed OpenAI v3 row.
- Confirm text-embedding-3-small if you wanted the cheaper listed v3 row.
- Do not paste MIRACL 70.0 into a deck.
Frequently Asked Questions
Is BGE-M3 still the multilingual embedding flagship?
Not as a 2026 census. It is a still-listed 2024 MIT card.
Did it beat OpenAI on MKQA?
That leftover score is out as a 2026 census.
Same as text-embedding-3-large?
No. 3-large is a billed OpenAI v3 row. BGE-M3 is an open 2024 snapshot.
Alternatives
- text-embedding-3-large: Still-listed OpenAI v3 large row.
- text-embedding-3-small: Cheaper listed OpenAI v3 row.
- text-embedding-ada-002: Older billed OpenAI snapshot.
Tips
- Call BGE-M3 a January 2024 snapshot.
- Confirm the HF card before you quote 8192 tokens or 1024-d.
Conclusion
BGE-M3 is a 2024 BAAI multilingual embedding snapshot that is still on Hugging Face, not a 2026 MIRACL or MTEB crown. Start at huggingface.co/BAAI/bge-m3, then decide whether an OpenAI v3 row already covers the retrieval path you need.
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