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E5 Mistral 7B Instruct

Feb 2024
iE5 Mistral 7B Instruct
Compare in
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$0.022per 1M tokens
57.6MTEB English v2
Feb 2024released
4,096Dimensions
33K 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
···
19Cohere Embed Multilingual v3.055.220E5 Mistral 7B Instruct55.221Deepset Mxbai Embed De Large v155.1

Strong at

A
Embeddings & Retrieval#41 of 200

Alternatives?

ModelScoreCostPriceWhat changes
CheaperJina Embeddings v5 Text NanounstatedOpen+2%-11%$0.02Max input: 33K tokens → 8K tokens+1BetterJina Embeddings v5 Text SmallunstatedOpen+6%+123%$0.05Languages: not verifiedOpenGte Qwen2 7B Instructunstated+18%——Languages: not verifiedCheaperText Embedding 3 Smallunstatedsame-11%$0.02Max input: 33K tokens → 8K tokens+1iCheaperMultilingual E5 LargeunstatedOpen-2%-55%$0.01Max input: 33K tokens → 1K tokens

Run it yourself

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

Benchmarks

in Embeddings & Retrieval
BEIR · Mean over tasks · English57.1#27
BEIR · Mean over task types · English57.1#27
BEIR · Retrieval · English57.1#27
BRIGHT · Mean over tasks · English17.5#11
BRIGHT · Mean over task types · English17.5#11
BRIGHT · Retrieval · English17.5#11
MTEB Mandarin Chinese v1 · Mean over tasks · Mandarin Chinese59.9#23
MTEB Mandarin Chinese v1 · Mean over task types · Mandarin Chinese60.5#24
MTEB Mandarin Chinese v1 · Retrieval · Mandarin Chinese61.8#64
MTEB Mandarin Chinese v1 · STS · Mandarin Chinese48.3#47
MTEB Mandarin Chinese v1 · Reranking · Mandarin Chinese61.4#52
MTEB Mandarin Chinese v1 · Clustering · Mandarin Chinese52.3#42
MTEB Mandarin Chinese v1 · Pair Classification · Mandarin Chinese66.3#51
MTEB Mandarin Chinese v1 · Classification · Mandarin Chinese73.1#21
MTEB Persian v2 · Mean over tasks · Persian60.7#21
MTEB Persian v2 · Mean over task types · Persian64.9#20
MTEB Persian v2 · STS · Persian79.4#7
MTEB Persian v2 · Clustering · Persian65.3#7
MTEB Persian v2 · Classification · Persian57.6#35
MTEB Persian v2 · Retrieval · Persian52.5#15
MTEB Persian v2 · Reranking · Persian71.9#14
MTEB Persian v2 · Bitext Mining · Persian44.5#31
MTEB Persian v2 · Pair Classification · Persian83.1#16
JMTEB v2 · Clustering · Japanese57#8
JMTEB v2 · STS · Japanese83.6#12
LongEmbed · Mean over tasks · English43.7#55
LongEmbed · Mean over task types · English43.7#55
LongEmbed · Retrieval · English43.7#55
MTEB German v1 · Mean over tasks · German58.3#9
MTEB German v1 · Mean over task types · German56.9#8
MTEB German v1 · Clustering · German40.9#8
MTEB German v1 · Retrieval · German52.9#15
MTEB German v1 · Classification · German72.5#20
MTEB German v1 · STS · German67.4#37
MTEB German v1 · Pair Classification · German55.2#20
MTEB German v1 · Reranking · German52.5#20
MTEB Europe v1 · Mean over tasks · multilingual (29 languages)61.3#12
MTEB Europe v1 · Mean over task types · multilingual (29 languages)54.5#12
MTEB Europe v1 · Retrieval · multilingual (25 languages)53.6#32
MTEB Europe v1 · STS · multilingual (8 languages)76.5#5
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)85.5#54
MTEB Europe v1 · Classification · multilingual (23 languages)62.9#15
MTEB Europe v1 · Clustering · multilingual (29 languages)46.5#33
MTEB Europe v1 · Instruction Reranking · English-0.6#76
MTEB Europe v1 · Pair Classification · multilingual (11 languages)91.2#3
MTEB Europe v1 · Reranking · multilingual (12 languages)59.8#36
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)15.5#60
MTEB French v1 · Mean over tasks · multilingual (2 languages)67.2#8
MTEB French v1 · Mean over task types · multilingual (2 languages)65.2#9
MTEB French v1 · STS · French82.4#9
MTEB French v1 · Retrieval · multilingual (2 languages)63.7#12
MTEB French v1 · Reranking · French84.7#9
MTEB French v1 · Clustering · French58.9#2
MTEB French v1 · Classification · French73.3#17
MTEB French v1 · Summarization · French31.1#34
MTEB French v1 · Pair Classification · French62.5#48
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)60#31
MTEB Indic v1 · Mean over task types · multilingual (25 languages)58.4#27
MTEB Indic v1 · Classification · multilingual (8 languages)59.5#43
MTEB Indic v1 · Retrieval · multilingual (14 languages)77.3#31
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)59.1#35
MTEB Indic v1 · Reranking · multilingual (2 languages)84.4#46
MTEB Indic v1 · Pair Classification · Hindi73#50
MTEB Indic v1 · STS · multilingual (13 languages)23#77
MTEB Indic v1 · Clustering · multilingual (21 languages)32.7#61
MTEB Korean v2 · STS · Korean84.5#11
MTEB Korean v2 · Reranking · Korean56.2#26
MTEB Korean v2 · Classification · Korean60.1#23
MTEB Dutch v1 · Classification · Dutch62.4#29
MTEB Dutch v1 · Clustering · Dutch28.6#59
MTEB Dutch v1 · STS · Dutch71.5#60
MTEB Dutch v1 · Multilabel Classification · Dutch33.5#59
MTEB Dutch v1 · Pair Classification · Dutch72.7#56
MTEB Dutch v1 · Reranking · Dutch91.5#17
MTEB Polish v1 · Pair Classification · Polish87.1#8
MTEB Polish v1 · Classification · Polish69.5#13
MTEB Polish v1 · STS · Polish69.3#14
MTEB Portuguese v1 · Classification · Portuguese65.5#3
MTEB Portuguese v1 · Multilabel Classification · Portuguese19#111
MTEB Law v1 · Mean over tasks · multilingual (3 languages)54.3#40
MTEB Law v1 · Mean over task types · multilingual (3 languages)54.3#40
MTEB Law v1 · Retrieval · multilingual (3 languages)54.3#40
MTEB Medical v1 · Clustering · English38.4#60
MTEB Medical v1 · Reranking · Mandarin Chinese77.6#62
FollowIR · Mean over tasks · English-0.6#76
FollowIR · Mean over task types · English-0.6#76
FollowIR · Instruction Reranking · English-0.6#76
MTEB Spanish v1 · Pair Classification · Spanish71.6#24
MTEB Spanish v1 · STS · multilingual (2 languages)79.4#10
MTEB Spanish v1 · Clustering · Spanish49#17
MTEB Spanish v1 · Reranking · Spanish61.1#25
MTEB Thai v1 · Clustering · Thai53.4#36
MTEB Thai v1 · Classification · Thai63.1#22
MTEB Thai v1 · Pair Classification · Thai75.3#40
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)62#11
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)63.4#8
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)51.4#4
MTEB Scandinavian v1 · Classification · multilingual (6 languages)64.9#18
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)61.9#33
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)75.2#18
VN-MTEB Vietnamese v1 · Classification · Vietnamese62.3#19
VN-MTEB Vietnamese v1 · STS · Vietnamese81.2#8
VN-MTEB Vietnamese v1 · Retrieval · Vietnamese41.7#6
VN-MTEB Vietnamese v1 · Clustering · Vietnamese49#11
VN-MTEB Vietnamese v1 · Reranking · Vietnamese66.1#8
MTEB Russian v1.1 · Mean over tasks · Russian67#13
MTEB Russian v1.1 · Mean over task types · Russian64.9#12
MTEB Russian v1.1 · Classification · Russian69.1#21
MTEB Russian v1.1 · STS · Russian73.7#25
MTEB Russian v1.1 · Reranking · Russian70#13
MTEB Russian v1.1 · Clustering · Russian64.2#14
MTEB Russian v1.1 · Pair Classification · Russian60.8#32
MTEB Russian v1.1 · Retrieval · Russian73.3#14
MTEB Russian v1.1 · Multilabel Classification · Russian42.9#18
RTEB Finnish beta · Mean over tasks · English51#68
RTEB French beta · Mean over tasks · multilingual (2 languages)54.4#24
RTEB German beta · Mean over tasks · German44.4#75
RTEB Health beta · Mean over tasks · multilingual (4 languages)61.2#29
RTEB Law beta · Mean over tasks · multilingual (4 languages)46.6#57
MTEB multilingual v2 · Mean over tasks · multilingual (1037 languages)60#36
MTEB multilingual v2 · Mean over task types · multilingual (1037 languages)52.8#35
MTEB multilingual v2 · Classification · multilingual (119 languages)60.3#40
MTEB multilingual v2 · Clustering · multilingual (208 languages)50.6#36
MTEB multilingual v2 · STS · multilingual (35 languages)74#34
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)81.1#25
MTEB multilingual v2 · Retrieval · multilingual (120 languages)55.8#63
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)68.4#46
MTEB multilingual v2 · Instruction Reranking · English-0.6#76
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)22.2#46
MTEB multilingual v2 · Reranking · multilingual (22 languages)63.8#34

FAQ

How much does E5 Mistral 7B Instruct cost?›

$0.022 per 1M tokens.

Is E5 Mistral 7B Instruct free to use?›

There is no free API; it costs $0.022 per 1M tokens. The weights are open, so you can run it yourself.

How good is E5 Mistral 7B Instruct, and what is it best at?›

#41 of 200 in Embeddings. Strongest at: Embeddings & Retrieval.

Is E5 Mistral 7B Instruct better than Cohere Embed Multilingual v3.0?›

On MTEB German v1 · Pair Classification · German, E5 Mistral 7B Instruct scores 55.2 vs 55.2 — about the same.

When was E5 Mistral 7B Instruct released? Is there a newer version?›

Released 2024-02-08. It is the current version in its line.

Is E5 Mistral 7B Instruct open source?›

Yes, the weights are open (MIT licence).

Can I run E5 Mistral 7B Instruct locally?›

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

What is E5 Mistral 7B Instruct?›

E5 Mistral 7B Instruct is an open-weights embeddings & retrieval model from intfloat, released Feb 2024.

What are the best alternatives to E5 Mistral 7B Instruct?›

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