Cohere Embed Multilingual Light v3.0

Nov 2023
Cohere Embed Multilingual Light v3.0
Compare in
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price not verifiedprice
52.1MTEB English v2
Nov 2023released
1K tokensMax input
en, es, fr +101Languages

Rankingconfiguration unstated?

Full ranking →
1Inf Retriever v168.82Gte Qwen2 7B Instruct68.13BOOM 4B v167.94SFR Embedding Mistral67.85Gte Qwen2 1.5B Instruct67.6
···
31KaLM Embedding Multilingual Mini Instruct v159.732Cohere Embed Multilingual Light v3.059.233Text Embedding 3 Small59

Strong at

B
Embeddings & Retrieval#88 of 200

Alternatives?

ModelScoreCostPriceWhat changes
VBetterVoyage 3unstated+10%—$0.06Languages: not verifiediOpenInf Retriever v1unstated+16%——Languages: loses es, fr, de +99VBetterVoyage Multilingual 2unstated+9%—$0.12Languages: not verifiedBetterText Embedding 3 Largeunstated+10%—$0.13Languages: not verifiedBetterGte Qwen2 7B InstructunstatedOpen+15%——Languages: not verified

Benchmarks

in Embeddings & Retrieval
MTEB Persian v2 · Reranking · Persian71.4#16
JMTEB v2 · Clustering · Japanese51#33
JMTEB v2 · STS · Japanese80.3#43
LongEmbed · Mean over tasks · English39.1#80
LongEmbed · Mean over task types · English39.1#80
LongEmbed · Retrieval · English39.1#80
MTEB German v1 · Classification · German64.5#48
MTEB German v1 · Pair Classification · German50.9#74
MTEB German v1 · STS · German69.4#30
MTEB German v1 · Clustering · German32.9#36
MTEB German v1 · Reranking · German48.3#36
MTEB Europe v1 · Classification · multilingual (23 languages)57.8#36
MTEB Europe v1 · Instruction Reranking · English-2.5#146
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)16.5#53
MTEB Europe v1 · Pair Classification · multilingual (11 languages)87#55
MTEB Europe v1 · Clustering · multilingual (29 languages)41#57
MTEB Europe v1 · Retrieval · multilingual (25 languages)53.1#45
MTEB Europe v1 · Reranking · multilingual (12 languages)57#60
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)79.9#81
MTEB French v1 · Mean over tasks · multilingual (2 languages)58.5#18
MTEB French v1 · Mean over task types · multilingual (2 languages)58.7#18
MTEB French v1 · STS · French78.8#22
MTEB French v1 · Retrieval · multilingual (2 languages)52.9#34
MTEB French v1 · Classification · French65#41
MTEB French v1 · Clustering · French46.5#20
MTEB French v1 · Reranking · French79.2#37
MTEB French v1 · Pair Classification · French56.7#116
MTEB French v1 · Summarization · French31.4#20
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)66.1#18
MTEB Indic v1 · Mean over task types · multilingual (25 languages)64.6#18
MTEB Indic v1 · Classification · multilingual (8 languages)65.2#21
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)71.7#22
MTEB Indic v1 · STS · multilingual (13 languages)42.5#45
MTEB Indic v1 · Reranking · multilingual (2 languages)85.8#35
MTEB Indic v1 · Retrieval · multilingual (14 languages)80.1#24
MTEB Indic v1 · Pair Classification · Hindi73.1#49
MTEB Indic v1 · Clustering · multilingual (21 languages)34#55
MTEB Korean v2 · Classification · Korean58.8#29
MTEB Korean v2 · Reranking · Korean54.6#35
MTEB Dutch v1 · Reranking · Dutch87.6#64
MTEB Polish v1 · Classification · Polish58#44
MTEB Polish v1 · STS · Polish66.1#39
MTEB Polish v1 · Pair Classification · Polish80.9#52
MTEB Portuguese v1 · Multilabel Classification · Portuguese19.8#88
MTEB Law v1 · Mean over tasks · multilingual (3 languages)50.2#53
MTEB Law v1 · Mean over task types · multilingual (3 languages)50.2#53
MTEB Law v1 · Retrieval · multilingual (3 languages)50.2#53
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)56.1#32
MTEB Medical v1 · Mean over task types · multilingual (10 languages)54.5#35
MTEB Medical v1 · Retrieval · multilingual (10 languages)59.2#32
MTEB Medical v1 · Clustering · English36.1#93
MTEB Medical v1 · Reranking · Mandarin Chinese68.2#83
FollowIR · Mean over tasks · English-2.5#146
FollowIR · Mean over task types · English-2.5#146
FollowIR · Instruction Reranking · English-2.5#146
MTEB Spanish v1 · Clustering · Spanish44.9#38
MTEB Spanish v1 · Pair Classification · Spanish63.4#69
MTEB Spanish v1 · Reranking · Spanish62.1#13
MTEB Thai v1 · Pair Classification · Thai68.3#68
MTEB Thai v1 · Clustering · Thai44.7#53
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)56.9#35
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)57.1#37
MTEB Scandinavian v1 · Classification · multilingual (6 languages)59.7#43
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)63.1#39
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)41.3#41
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)64.4#98
MTEB Russian v1.1 · Classification · Russian58.4#53
MTEB Russian v1.1 · Clustering · Russian53.8#51
MTEB Russian v1.1 · Reranking · Russian66.2#28
MTEB Russian v1.1 · Multilabel Classification · Russian32.9#62
MTEB Russian v1.1 · STS · Russian70#52
MTEB Russian v1.1 · Pair Classification · Russian56.7#70
RTEB French beta · Mean over tasks · multilingual (2 languages)41.8#64
RTEB German beta · Mean over tasks · German44.2#84
RTEB Law beta · Mean over tasks · multilingual (4 languages)40.4#86
MTEB multilingual v2 · Clustering · multilingual (208 languages)44.8#53
MTEB multilingual v2 · Classification · multilingual (119 languages)58.5#48
MTEB multilingual v2 · Retrieval · multilingual (120 languages)55.8#62
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)20.1#60
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)65#55
MTEB multilingual v2 · Instruction Reranking · English-2.5#146
MTEB multilingual v2 · Reranking · multilingual (22 languages)62#52
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)77#66

FAQ

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

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

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

#88 of 200 in Embeddings.

Is Cohere Embed Multilingual Light v3.0 better than KaLM Embedding Multilingual Mini Instruct v1?›

On MTEB Medical v1 · Retrieval · multilingual (10 languages), Cohere Embed Multilingual Light v3.0 scores 59.2 vs 59.7 — about the same.

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

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

Is Cohere Embed Multilingual Light v3.0 open source?›

No, Cohere Embed Multilingual Light v3.0 is a closed model available through an API. The closest open-weights option here is Inf Retriever v1.

What is Cohere Embed Multilingual Light v3.0?›

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

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

Voyage 3 (better), Inf Retriever v1 (open weights).