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E5 Mistral 7B Instruct

Feb 2024
iE5 Mistral 7B Instruct
Compare in
on
$0.022per 1M tokens
57.6MTEB English v2
Feb 2024released
4,096Dimensions
33K tokensMax input
enLanguages

Rankingconfiguration unstated?

Full ranking →
1Octen Law 8B v176.82Litil Embed 0.6B73.33Dinghy Law 8B v172.64Dinghy Law 4B v171.25Euler Legal Embedding v170.4
···
39Gte Multilingual Base54.540E5 Mistral 7B Instruct54.341Gte Qwen2 7B Instruct54.2

Strong at

A
Embeddings & Retrieval#41 of 200

Alternatives?

ModelScoreCostPriceWhat changes
VCheaperVoyage 3 Liteunstated+12%-11%$0.02Max input: 33K tokens → 32K tokens+1lOpenOcten Law 8B v1+41%——Memory (4-bit): 4.3 GB → 4.5 GBCheaperText Embedding 3 Smallunstated+4%-11%$0.02Max input: 33K tokens → 8K tokens+1iCheaperMultilingual E5 Large InstructunstatedOpensame-55%$0.01Max input: 33K tokens → 1K tokensiCheaperMultilingual E5 LargeunstatedOpen-11%-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 Gte Multilingual Base?›

On MTEB Law v1 · Retrieval · multilingual (3 languages), E5 Mistral 7B Instruct scores 54.3 vs 54.5 — 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?›

Voyage 3 Lite (cheaper), Octen Law 8B v1 (open weights).