Cohere Embed Multilingual v3.0

Nov 2023
Cohere Embed Multilingual v3.0
Compare in
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price not verifiedprice
55.7MTEB English v2
Nov 2023released
en, es, fr +101Languages

Rankingconfiguration unstated?

Full ranking →
1Harrier OSS v1 27B38.12Giga Embeddings Instruct 3B 082634.23Giga Embeddings Instruct 10B A1.8B 0826344KaLM Embedding Gemma3 12B 251131.65EmbeddingGemma 230.9
···
48All MiniLM L6 v221.349Cohere Embed Multilingual v3.021.350GIST Large Embedding v021.3

Strong at

B
Embeddings & Retrieval#54 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterGemini Embedding 001unstated+31%—$0.15OpenHarrier OSS v1 27B+79%——Languages: loses af, am, as +88aBetterGiga Embeddings Instruct 3B 0826unstatedOpen+61%——Languages: loses es, fr, de +99aBetterGiga Embeddings Instruct 10B A1.8B 0826unstatedOpen+59%——Languages: loses es, fr, de +99BetterKaLM Embedding Gemma3 12B 2511Open+48%——Languages: not verified

Benchmarks

in Embeddings & Retrieval
MTEB Persian v2 · Reranking · Persian74.8#1
JMTEB v2 · Clustering · Japanese51.2#31
JMTEB v2 · STS · Japanese79.3#55
LongEmbed · Mean over tasks · English39.3#79
LongEmbed · Mean over task types · English39.3#79
LongEmbed · Retrieval · English39.3#79
MTEB German v1 · Classification · German69.8#27
MTEB German v1 · Pair Classification · German55.2#25
MTEB German v1 · STS · German72.2#18
MTEB German v1 · Clustering · German37#19
MTEB German v1 · Reranking · German55.6#1
MTEB Europe v1 · Classification · multilingual (23 languages)63.2#15
MTEB Europe v1 · Instruction Reranking · English-1.9#124
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)17.7#42
MTEB Europe v1 · Pair Classification · multilingual (11 languages)89.8#25
MTEB Europe v1 · Clustering · multilingual (29 languages)43.8#45
MTEB Europe v1 · Retrieval · multilingual (25 languages)56.2#34
MTEB Europe v1 · Reranking · multilingual (12 languages)58#50
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)85.8#51
MTEB French v1 · Mean over tasks · multilingual (2 languages)62.8#14
MTEB French v1 · Mean over task types · multilingual (2 languages)62.3#14
MTEB French v1 · STS · French81.6#15
MTEB French v1 · Retrieval · multilingual (2 languages)60.1#18
MTEB French v1 · Classification · French70#23
MTEB French v1 · Clustering · French49.6#15
MTEB French v1 · Reranking · French83.3#19
MTEB French v1 · Pair Classification · French60.3#69
MTEB French v1 · Summarization · French31.2#27
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)68.7#11
MTEB Indic v1 · Mean over task types · multilingual (25 languages)67.1#14
MTEB Indic v1 · Classification · multilingual (8 languages)67.6#12
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)77.1#11
MTEB Indic v1 · STS · multilingual (13 languages)46.7#37
MTEB Indic v1 · Reranking · multilingual (2 languages)87.3#19
MTEB Indic v1 · Retrieval · multilingual (14 languages)83.3#15
MTEB Indic v1 · Pair Classification · Hindi74.8#37
MTEB Indic v1 · Clustering · multilingual (21 languages)33.1#58
MTEB Korean v2 · Classification · Korean63.6#12
MTEB Korean v2 · Reranking · Korean55.9#29
MTEB Dutch v1 · Reranking · Dutch90.1#34
MTEB Polish v1 · Classification · Polish67.6#19
MTEB Polish v1 · STS · Polish69.4#16
MTEB Polish v1 · Pair Classification · Polish86.4#16
MTEB Portuguese v1 · Multilabel Classification · Portuguese21.3#49
MTEB Law v1 · Mean over tasks · multilingual (3 languages)52.1#50
MTEB Law v1 · Mean over task types · multilingual (3 languages)52.1#50
MTEB Law v1 · Retrieval · multilingual (3 languages)52.1#50
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)60.8#22
MTEB Medical v1 · Mean over task types · multilingual (10 languages)58.7#26
MTEB Medical v1 · Retrieval · multilingual (10 languages)64.4#19
MTEB Medical v1 · Clustering · English37.6#66
MTEB Medical v1 · Reranking · Mandarin Chinese74#76
FollowIR · Mean over tasks · English-1.9#124
FollowIR · Mean over task types · English-1.9#124
FollowIR · Instruction Reranking · English-1.9#124
MTEB Spanish v1 · Clustering · Spanish47.3#25
MTEB Spanish v1 · Pair Classification · Spanish68#50
MTEB Spanish v1 · Reranking · Spanish64.3#3
MTEB Thai v1 · Pair Classification · Thai73.5#46
MTEB Thai v1 · Clustering · Thai50.6#40
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)62.2#16
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)61.3#22
MTEB Scandinavian v1 · Classification · multilingual (6 languages)65.3#17
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)70.5#14
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)45.3#26
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)64.3#99
MTEB Russian v1.1 · Classification · Russian63.9#32
MTEB Russian v1.1 · Clustering · Russian56.6#38
MTEB Russian v1.1 · Reranking · Russian70.1#11
MTEB Russian v1.1 · Multilabel Classification · Russian38.2#39
MTEB Russian v1.1 · STS · Russian72.8#33
MTEB Russian v1.1 · Pair Classification · Russian58.6#49
RTEB Finnish beta · Mean over tasks · English54.2#62
RTEB French beta · Mean over tasks · multilingual (2 languages)53.5#28
RTEB German beta · Mean over tasks · German46.8#74
RTEB Health beta · Mean over tasks · multilingual (4 languages)56.8#42
RTEB Law beta · Mean over tasks · multilingual (4 languages)42.3#82
MTEB multilingual v2 · Clustering · multilingual (208 languages)47#46
MTEB multilingual v2 · Classification · multilingual (119 languages)62.9#29
MTEB multilingual v2 · Retrieval · multilingual (120 languages)59.2#47
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)22.7#43
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)70.5#30
MTEB multilingual v2 · Instruction Reranking · English-1.9#124
MTEB multilingual v2 · Reranking · multilingual (22 languages)64.1#31
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)79.9#40

FAQ

How much does Cohere Embed Multilingual v3.0 cost?›

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

How good is Cohere Embed Multilingual v3.0, and what is it best at?›

#54 of 200 in Embeddings.

Is Cohere Embed Multilingual v3.0 better than All MiniLM L6 v2?›

On MTEB Portuguese v1 · Multilabel Classification · Portuguese, Cohere Embed Multilingual v3.0 scores 21.3 vs 21.3 — about the same.

When was Cohere Embed Multilingual v3.0 released? Is there a newer version?›

Released 2023-11-02. It is the current version in its line.

Is Cohere Embed Multilingual v3.0 open source?›

No, Cohere Embed Multilingual v3.0 is a closed model available through an API. The closest open-weights option here is Harrier OSS v1 27B.

What is Cohere Embed Multilingual v3.0?›

Cohere Embed Multilingual v3.0 is a closed embeddings & retrieval model from Cohere, released Nov 2023.

What are the best alternatives to Cohere Embed Multilingual v3.0?›

Gemini Embedding 001 (better), Harrier OSS v1 27B (open weights).