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Mxbai Embed Large v1

Mar 2024
mMxbai Embed Large v1
Compare in
on
API price not publicprice
55.4MTEB English v2
Mar 2024released
1,024Dimensions
1K tokensMax input
enLanguages

Rankingconfiguration unstated?

Full ranking →
1Giga Embeddings Instruct 10B A1.8B 082681.62Giga Embeddings Instruct81.43Giga Embeddings Instruct 3B 082680.94Qwen 3 Embedding 8B78.25FRIDA76.4
···
54UAE Large v122.155Mxbai Embed Large v120.256E5 Large v218.1

Strong at

B
Embeddings & Retrieval#58 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen×3.5—$0.002Languages: not verifiedaOpenGiga Embeddings Instruct 10B A1.8B 0826unstated×4——Memory (4-bit): 0.2 GB → 6.3 GBBetterQwen 3 Embedding 8BunstatedOpen×3.9—$0.01Languages: not verified+1BetterBge M3unstatedOpen×3.7—$0.01Languages: not verified+1BetterQwen 3 Embedding 0.6BunstatedOpen×3.4—$0.01Languages: not verified+1

Run it yourself

estimate
Fits on✓ 8 GB (phone, laptop) · full quality✓ 16 GB · full quality✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality
LicenceApache-2.0free for commercial use

Benchmarks

in Embeddings & Retrieval
BEIR · Mean over tasks · English54.3#57
BEIR · Mean over task types · English54.3#57
BEIR · Retrieval · English54.3#57
MTEB Persian v2 · Reranking · Persian43#72
JMTEB v2 · Clustering · Japanese18.7#105
JMTEB v2 · STS · Japanese61.2#112
LongEmbed · Mean over tasks · English38.9#82
LongEmbed · Mean over task types · English38.9#82
LongEmbed · Retrieval · English38.9#82
MTEB German v1 · Mean over tasks · German43.7#45
MTEB German v1 · Mean over task types · German42.7#46
MTEB German v1 · Classification · German53.1#78
MTEB German v1 · Pair Classification · German50.1#88
MTEB German v1 · STS · German52.6#73
MTEB German v1 · Clustering · German28.1#61
MTEB German v1 · Retrieval · German40.4#51
MTEB German v1 · Reranking · German31.7#65
MTEB Europe v1 · Mean over tasks · multilingual (29 languages)49.3#39
MTEB Europe v1 · Mean over task types · multilingual (29 languages)43.5#39
MTEB Europe v1 · Classification · multilingual (23 languages)52.6#60
MTEB Europe v1 · Instruction Reranking · English-2#126
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)14#72
MTEB Europe v1 · STS · multilingual (8 languages)68.4#55
MTEB Europe v1 · Pair Classification · multilingual (11 languages)84.2#82
MTEB Europe v1 · Clustering · multilingual (29 languages)39.1#67
MTEB Europe v1 · Retrieval · multilingual (25 languages)43.4#71
MTEB Europe v1 · Reranking · multilingual (12 languages)51.2#97
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)40.9#111
MTEB French v1 · Mean over tasks · multilingual (2 languages)53.1#30
MTEB French v1 · Mean over task types · multilingual (2 languages)53.7#32
MTEB French v1 · STS · French73.7#46
MTEB French v1 · Retrieval · multilingual (2 languages)40.1#63
MTEB French v1 · Classification · French59#61
MTEB French v1 · Clustering · French46.5#22
MTEB French v1 · Reranking · French69.6#71
MTEB French v1 · Pair Classification · French57.2#106
MTEB French v1 · Summarization · French29.6#102
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)33.3#86
MTEB Indic v1 · Mean over task types · multilingual (25 languages)22.9#97
MTEB Indic v1 · Classification · multilingual (8 languages)44.5#85
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)3.8#112
MTEB Indic v1 · STS · multilingual (13 languages)2.8#146
MTEB Indic v1 · Reranking · multilingual (2 languages)40.3#156
MTEB Indic v1 · Retrieval · multilingual (14 languages)12.2#117
MTEB Indic v1 · Pair Classification · Hindi53.6#132
MTEB Indic v1 · Clustering · multilingual (21 languages)3.2#149
MTEB Korean v2 · STS · Korean39.6#77
MTEB Korean v2 · Classification · Korean23.6#82
MTEB Korean v2 · Reranking · Korean20.1#73
MTEB Dutch v1 · Mean over tasks · Dutch42.6#71
MTEB Dutch v1 · Mean over task types · Dutch49.6#75
MTEB Dutch v1 · Retrieval · Dutch38.7#75
MTEB Dutch v1 · Classification · Dutch51#72
MTEB Dutch v1 · Multilabel Classification · Dutch31.9#66
MTEB Dutch v1 · STS · Dutch61.6#84
MTEB Dutch v1 · Clustering · Dutch26.5#67
MTEB Dutch v1 · Reranking · Dutch77.8#139
MTEB Dutch v1 · Pair Classification · Dutch59.7#103
MTEB Polish v1 · Mean over tasks · Polish48.9#49
MTEB Polish v1 · Mean over task types · Polish49.1#49
MTEB Polish v1 · Classification · Polish43.9#77
MTEB Polish v1 · Clustering · Polish32.1#53
MTEB Polish v1 · STS · Polish55.4#84
MTEB Polish v1 · Pair Classification · Polish65.2#99
MTEB Portuguese v1 · Multilabel Classification · Portuguese20.3#72
MTEB Law v1 · Mean over tasks · multilingual (3 languages)39.9#90
MTEB Law v1 · Mean over task types · multilingual (3 languages)39.9#90
MTEB Law v1 · Retrieval · multilingual (3 languages)39.9#90
MTEB Medical v1 · Clustering · English36.1#95
MTEB Medical v1 · Reranking · Mandarin Chinese19.7#147
FollowIR · Mean over tasks · English-2#126
FollowIR · Mean over task types · English-2#126
FollowIR · Instruction Reranking · English-2#126
MTEB Spanish v1 · STS · multilingual (2 languages)66.9#52
MTEB Spanish v1 · Clustering · Spanish43.5#52
MTEB Spanish v1 · Pair Classification · Spanish61.3#94
MTEB Spanish v1 · Reranking · Spanish43.1#66
MTEB Spanish v1 · Classification · Spanish79.2#42
MTEB Thai v1 · Pair Classification · Thai51.4#147
MTEB Thai v1 · Clustering · Thai3#183
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)45.3#68
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)46.9#64
MTEB Scandinavian v1 · Classification · multilingual (6 languages)48.5#105
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)42.5#80
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)36.4#70
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)60.4#138
MTEB Russian v1.1 · Mean over tasks · Russian32#62
MTEB Russian v1.1 · Mean over task types · Russian32.7#62
MTEB Russian v1.1 · Classification · Russian34.7#98
MTEB Russian v1.1 · Clustering · Russian19.2#109
MTEB Russian v1.1 · Reranking · Russian33.8#83
MTEB Russian v1.1 · Multilabel Classification · Russian28.2#90
MTEB Russian v1.1 · STS · Russian44.7#94
MTEB Russian v1.1 · Retrieval · Russian20.2#55
MTEB Russian v1.1 · Pair Classification · Russian48.1#150
RTEB Finnish beta · Mean over tasks · English57.4#53
RTEB French beta · Mean over tasks · multilingual (2 languages)27.2#107
RTEB German beta · Mean over tasks · German16.4#145
RTEB Health beta · Mean over tasks · multilingual (4 languages)46.9#54
RTEB Law beta · Mean over tasks · multilingual (4 languages)31.6#141
MTEB multilingual v2 · Mean over tasks · multilingual (1037 languages)45.9#66
MTEB multilingual v2 · Mean over task types · multilingual (1037 languages)39.4#65
MTEB multilingual v2 · Clustering · multilingual (208 languages)42.5#62
MTEB multilingual v2 · STS · multilingual (35 languages)60.5#76
MTEB multilingual v2 · Classification · multilingual (119 languages)49.7#86
MTEB multilingual v2 · Retrieval · multilingual (120 languages)40.3#94
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)18.1#79
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)25.7#118
MTEB multilingual v2 · Instruction Reranking · English-2#126
MTEB multilingual v2 · Reranking · multilingual (22 languages)47.6#99
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)72.6#106

FAQ

How much does Mxbai Embed Large v1 cost?›

There is no per-unit API price: API price not public.

Is Mxbai Embed Large v1 free to use?›

There is no free API. The weights are open, so you can run it yourself.

How good is Mxbai Embed Large v1, and what is it best at?›

#58 of 200 in Embeddings.

Is Mxbai Embed Large v1 better than UAE Large v1?›

On MTEB Russian v1.1 · Retrieval · Russian, Mxbai Embed Large v1 scores 20.2 vs 22.1 — lower.

When was Mxbai Embed Large v1 released? Is there a newer version?›

Released 2024-03-07. It is the current version in its line.

Is Mxbai Embed Large v1 open source?›

Yes, the weights are open (Apache-2.0 licence).

Can I run Mxbai Embed Large v1 locally?›

The weights are open and can be self-hosted; hardware needs are not confirmed yet.

What is Mxbai Embed Large v1?›

Mxbai Embed Large v1 is an open-weights embeddings & retrieval model from mixedbread-ai, released Mar 2024.

What are the best alternatives to Mxbai Embed Large v1?›

EmbeddingGemma 300M (better), Giga Embeddings Instruct 10B A1.8B 0826 (open weights).