Cohere Embed English v3.0

Nov 2023
Cohere Embed English v3.0
Compare in
on
$0.10per 1M tokens
55.7MTEB English v2
Nov 2023released
1K tokensMax input
enLanguages

Rankingconfiguration unstated?

Full ranking →
1Gte Qwen2 7B Instruct65.32German Semantic STS v263.23Gte Qwen1.5 7B Instruct624F2LLM v2 14B59.85F2LLM v2 8B59.1
···
116Ru En RoSBERTa49.2117Cohere Embed English v3.049.1118USER Base49.1

Strong at

B
Embeddings & Retrieval#55 of 200

Alternatives?

ModelScoreCostPriceWhat changes
CheaperJina Embeddings v5 Text SmallunstatedOpen+19%-50%$0.05Languages: not verifiediBetterMultilingual E5 LargeunstatedOpen+10%-90%$0.01OpenGte Qwen2 7B Instructunstated+33%——Languages: not verifiedCheaperJina Embeddings v5 Text NanounstatedOpen+14%-80%$0.02Languages: not verifiediCheaperE5 Mistral 7B InstructunstatedOpen+12%-78%$0.022

Benchmarks

in Embeddings & Retrieval
BRIGHT · Mean over tasks · English16.3#13
BRIGHT · Mean over task types · English16.3#13
BRIGHT · Retrieval · English16.3#13
MTEB Persian v2 · Reranking · Persian40.4#76
JMTEB v2 · Clustering · Japanese20.2#91
JMTEB v2 · STS · Japanese65.2#81
LongEmbed · Mean over tasks · English42.1#61
LongEmbed · Mean over task types · English42.1#61
LongEmbed · Retrieval · English42.1#61
MTEB German v1 · Clustering · German30.5#44
MTEB German v1 · Classification · German56.4#66
MTEB German v1 · STS · German57.3#56
MTEB German v1 · Pair Classification · German49.1#117
MTEB German v1 · Reranking · German36.5#56
MTEB Europe v1 · Retrieval · multilingual (25 languages)48.7#43
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)51.4#99
MTEB Europe v1 · Classification · multilingual (23 languages)53.2#51
MTEB Europe v1 · Clustering · multilingual (29 languages)38.3#74
MTEB Europe v1 · Instruction Reranking · English-0.2#65
MTEB Europe v1 · Pair Classification · multilingual (11 languages)85.1#51
MTEB Europe v1 · Reranking · multilingual (12 languages)52.7#82
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)13.9#73
MTEB French v1 · Mean over tasks · multilingual (2 languages)54.5#25
MTEB French v1 · Mean over task types · multilingual (2 languages)55#27
MTEB French v1 · STS · French75.3#34
MTEB French v1 · Retrieval · multilingual (2 languages)46#41
MTEB French v1 · Reranking · French72.2#53
MTEB French v1 · Clustering · French45.1#31
MTEB French v1 · Classification · French59.7#56
MTEB French v1 · Summarization · French30.1#77
MTEB French v1 · Pair Classification · French56.7#114
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)37.2#56
MTEB Indic v1 · Mean over task types · multilingual (25 languages)29.3#57
MTEB Indic v1 · Classification · multilingual (8 languages)45.8#70
MTEB Indic v1 · Retrieval · multilingual (14 languages)29.2#70
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)6#82
MTEB Indic v1 · Reranking · multilingual (2 languages)60.7#102
MTEB Indic v1 · Pair Classification · Hindi56.2#110
MTEB Indic v1 · STS · multilingual (13 languages)2.8#146
MTEB Indic v1 · Clustering · multilingual (21 languages)4.5#111
MTEB Korean v2 · Reranking · Korean20.1#70
MTEB Korean v2 · Classification · Korean24.9#71
MTEB Dutch v1 · Reranking · Dutch80.3#112
MTEB Polish v1 · Pair Classification · Polish76.4#61
MTEB Polish v1 · Classification · Polish45.7#65
MTEB Polish v1 · STS · Polish58.1#59
MTEB Portuguese v1 · Multilabel Classification · Portuguese19.3#105
MTEB Law v1 · Mean over tasks · multilingual (3 languages)43.1#64
MTEB Law v1 · Mean over task types · multilingual (3 languages)43.1#64
MTEB Law v1 · Retrieval · multilingual (3 languages)43.1#64
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)45.3#46
MTEB Medical v1 · Mean over task types · multilingual (10 languages)36.8#52
MTEB Medical v1 · Retrieval · multilingual (10 languages)49.4#45
MTEB Medical v1 · Clustering · English38.4#61
MTEB Medical v1 · Reranking · Mandarin Chinese22.7#119
FollowIR · Mean over tasks · English-0.2#65
FollowIR · Mean over task types · English-0.2#65
FollowIR · Instruction Reranking · English-0.2#65
MTEB Spanish v1 · Pair Classification · Spanish62.1#81
MTEB Spanish v1 · Clustering · Spanish44#48
MTEB Spanish v1 · Reranking · Spanish49.7#53
MTEB Thai v1 · Clustering · Thai4.4#124
MTEB Thai v1 · Pair Classification · Thai51.5#142
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)35.4#73
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)65.2#90
MTEB Russian v1.1 · Classification · Russian38.8#88
MTEB Russian v1.1 · STS · Russian47.9#82
MTEB Russian v1.1 · Reranking · Russian39.8#75
MTEB Russian v1.1 · Clustering · Russian23.8#96
MTEB Russian v1.1 · Pair Classification · Russian47.7#158
MTEB Russian v1.1 · Multilabel Classification · Russian27.1#94
RTEB Finnish beta · Mean over tasks · English51.4#67
RTEB French beta · Mean over tasks · multilingual (2 languages)34.6#80
RTEB German beta · Mean over tasks · German25.8#110
RTEB Health beta · Mean over tasks · multilingual (4 languages)48#51
RTEB Law beta · Mean over tasks · multilingual (4 languages)36.6#92
MTEB multilingual v2 · Classification · multilingual (119 languages)50.3#82
MTEB multilingual v2 · Clustering · multilingual (208 languages)42.3#65
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)74.1#89
MTEB multilingual v2 · Retrieval · multilingual (120 languages)45.4#82
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)31.4#96
MTEB multilingual v2 · Instruction Reranking · English-0.2#65
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)17.2#90
MTEB multilingual v2 · Reranking · multilingual (22 languages)50.7#86

FAQ

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

$0.10 per 1M tokens.

Is Cohere Embed English v3.0 free to use?›

There is no free API; it costs $0.10 per 1M tokens.

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

#55 of 200 in Embeddings.

Is Cohere Embed English v3.0 better than Ru En RoSBERTa?›

On MTEB German v1 · Pair Classification · German, Cohere Embed English v3.0 scores 49.1 vs 49.2 — about the same.

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

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

Is Cohere Embed English v3.0 open source?›

No, Cohere Embed English v3.0 is a closed model available through an API. The closest open-weights option here is Gte Qwen2 7B Instruct.

What is Cohere Embed English v3.0?›

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

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

Jina Embeddings v5 Text Small (cheaper), Multilingual E5 Large (better), Gte Qwen2 7B Instruct (open weights).