Linq Embed Mistral

Name: Linq Embed Mistral
Brand: Linq-AI-Research

May 2024

LLinq Embed Mistral

Compare in

self-host onlyprice

60.1MTEB English v2

May 2024released

4,096Dimensions

33K tokensMax input

enLanguages

Rankingconfiguration unstated?

Full ranking →

1F2LLM v2 14B72 2F2LLM v2 8B71.2 3F2LLM v2 4B70.5 4F2LLM v2 1.7B69.5 5F2LLM v2 0.6B68.2

···

9Harrier OSS v1 0.6B56.3 10Linq Embed Mistral55.7 11SFR Embedding Mistral55.4

Strong at

Embeddings & Retrieval#19 of 200

Alternatives?

ModelScoreCostPriceWhat changes

cBetterF2LLM v2 14BunstatedOpen+29%——Memory (4-bit): 4.3 GB → 8.4 GB cBetterF2LLM v2 8BunstatedOpen+28%——Memory (4-bit): 4.3 GB → 4.5 GB cBetterF2LLM v2 4BunstatedOpen+27%——cBetterF2LLM v2 1.7BunstatedOpen+25%——cBetterF2LLM v2 0.6BunstatedOpen+22%——

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

LicenceCC BY-NC 4.0no commercial use

Benchmarks

in Embeddings & Retrieval

BEIR · Mean over tasks · English60.2#10

BEIR · Mean over task types · English60.2#10

BEIR · Retrieval · English60.2#10

MTEB Persian v2 · Reranking · Persian70.9#19

JMTEB v2 · Clustering · Japanese55.7#10

JMTEB v2 · STS · Japanese83.9#11

LongEmbed · Mean over tasks · English45.8#50

LongEmbed · Mean over task types · English45.8#50

LongEmbed · Retrieval · English45.8#50

MTEB German v1 · Clustering · German40.7#9

MTEB German v1 · Classification · German78.4#14

MTEB German v1 · STS · German71.1#20

MTEB German v1 · Pair Classification · German56.6#12

MTEB German v1 · Reranking · German54.5#6

MTEB Europe v1 · Retrieval · multilingual (25 languages)56.7#20

MTEB Europe v1 · Bitext Mining · multilingual (28 languages)89.6#23

MTEB Europe v1 · Classification · multilingual (23 languages)65.6#6

MTEB Europe v1 · Clustering · multilingual (29 languages)46.4#34

MTEB Europe v1 · Instruction Reranking · English0.9#36

MTEB Europe v1 · Pair Classification · multilingual (11 languages)90.1#8

MTEB Europe v1 · Reranking · multilingual (12 languages)60.9#23

MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)20.5#21

MTEB French v1 · Mean over tasks · multilingual (2 languages)68#6

MTEB French v1 · Mean over task types · multilingual (2 languages)66.2#5

MTEB French v1 · STS · French83.2#5

MTEB French v1 · Retrieval · multilingual (2 languages)64.6#7

MTEB French v1 · Reranking · French85.6#4

MTEB French v1 · Clustering · French56#10

MTEB French v1 · Classification · French77.9#11

MTEB French v1 · Summarization · French30.4#61

MTEB French v1 · Pair Classification · French65.6#24

MTEB Indic v1 · Mean over tasks · multilingual (25 languages)61.9#26

MTEB Indic v1 · Mean over task types · multilingual (25 languages)58.2#28

MTEB Indic v1 · Classification · multilingual (8 languages)63#24

MTEB Indic v1 · Retrieval · multilingual (14 languages)78.7#25

MTEB Indic v1 · Bitext Mining · multilingual (20 languages)58.5#36

MTEB Indic v1 · Reranking · multilingual (2 languages)83.9#49

MTEB Indic v1 · Pair Classification · Hindi68.6#66

MTEB Indic v1 · STS · multilingual (13 languages)22.3#81

MTEB Indic v1 · Clustering · multilingual (21 languages)32.7#60

MTEB Korean v2 · Reranking · Korean57.2#22

MTEB Korean v2 · Classification · Korean62#16

MTEB Dutch v1 · Mean over tasks · Dutch63.1#11

MTEB Dutch v1 · Mean over task types · Dutch68.2#9

MTEB Dutch v1 · Classification · Dutch70.6#11

MTEB Dutch v1 · Clustering · Dutch46.3#13

MTEB Dutch v1 · Retrieval · Dutch64#15

MTEB Dutch v1 · STS · Dutch82.8#11

MTEB Dutch v1 · Multilabel Classification · Dutch38.9#17

MTEB Dutch v1 · Pair Classification · Dutch82.9#2

MTEB Dutch v1 · Reranking · Dutch91.7#12

MTEB Polish v1 · Pair Classification · Polish86.1#15

MTEB Polish v1 · Classification · Polish72.8#7

MTEB Polish v1 · STS · Polish70.3#7

MTEB Portuguese v1 · Multilabel Classification · Portuguese22.4#30

MTEB Law v1 · Mean over tasks · multilingual (3 languages)55.4#33

MTEB Law v1 · Mean over task types · multilingual (3 languages)55.4#33

MTEB Law v1 · Retrieval · multilingual (3 languages)55.4#33

MTEB Medical v1 · Mean over tasks · multilingual (10 languages)63.9#10

MTEB Medical v1 · Mean over task types · multilingual (10 languages)61.9#15

MTEB Medical v1 · Retrieval · multilingual (10 languages)67.5#6

MTEB Medical v1 · Clustering · English40.7#50

MTEB Medical v1 · Reranking · Mandarin Chinese77.6#60

FollowIR · Mean over tasks · English0.9#36

FollowIR · Mean over task types · English0.9#36

FollowIR · Instruction Reranking · English0.9#36

MTEB Spanish v1 · Pair Classification · Spanish71#28

MTEB Spanish v1 · Clustering · Spanish49.5#12

MTEB Spanish v1 · Reranking · Spanish62.2#11

MTEB Thai v1 · Clustering · Thai55.3#25

MTEB Thai v1 · Pair Classification · Thai70.8#55

MTEB Scandinavian v1 · Clustering · multilingual (2 languages)49.7#10

MTEB Scandinavian v1 · Classification · multilingual (6 languages)66.7#13

MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)74.6#20

MTEB Russian v1.1 · Classification · Russian71.2#15

MTEB Russian v1.1 · STS · Russian74.9#11

MTEB Russian v1.1 · Reranking · Russian69.6#17

MTEB Russian v1.1 · Clustering · Russian62.9#19

MTEB Russian v1.1 · Pair Classification · Russian60#41

MTEB Russian v1.1 · Multilabel Classification · Russian42.7#19

RTEB French beta · Mean over tasks · multilingual (2 languages)57.6#15

RTEB German beta · Mean over tasks · German41.8#83

RTEB Law beta · Mean over tasks · multilingual (4 languages)47.4#52

MTEB multilingual v2 · Classification · multilingual (119 languages)62.2#32

MTEB multilingual v2 · Clustering · multilingual (208 languages)50.6#35

MTEB multilingual v2 · Pair Classification · multilingual (24 languages)80.4#35

MTEB multilingual v2 · Retrieval · multilingual (120 languages)58.7#48

MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)70.3#32

MTEB multilingual v2 · Instruction Reranking · English0.9#36

MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)24.8#29

MTEB multilingual v2 · Reranking · multilingual (22 languages)64.4#27

FAQ

How much does Linq Embed Mistral cost?›

There is no per-unit API price: self-host only.

Is Linq Embed Mistral free to use?›

There is no free API. The weights are open, so you can run it yourself.

How good is Linq Embed Mistral, and what is it best at?›

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

Is Linq Embed Mistral better than Harrier OSS v1 0.6B?›

On JMTEB v2 · Clustering · Japanese, Linq Embed Mistral scores 55.7 vs 56.3 — about the same.

When was Linq Embed Mistral released? Is there a newer version?›

Released 2024-05-29. It is the current version in its line.

Is Linq Embed Mistral open source?›

Yes, the weights are open (cc-by-nc-4.0 licence).

Can I run Linq Embed Mistral locally?›

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

What is Linq Embed Mistral?›

Linq Embed Mistral is an open-weights embeddings & retrieval model from Linq-AI-Research, released May 2024.

What are the best alternatives to Linq Embed Mistral?›

F2LLM v2 14B (better).