Bekko Embedding v1 A8m

Jul 2026

hBekko Embedding v1 A8m

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API price not publicprice

47.7MTEB English v2

Jul 2026released

384Dimensions

8K tokensMax input

Rankingconfiguration unstated?

Full ranking →

1Nemotron 3 Embed 8B BF1677.2 2Dinghy Law 8B v177.1 3Voyage 4 Large76.9 4Most Embed De76.2 5Octen Embedding 8B74.1

···

54F2LLM v2 0.6B53.6 55Bekko Embedding v1 A8m52.3 56F2LLM v2 330M52.2

Strong at

C

Embeddings & Retrieval#117 of 200

Alternatives?

ModelScoreCostPriceWhat changes

BetterQwen 3 Embedding 8BunstatedOpen+28%—$0.01Memory (4-bit): 0.1 GB → 4.5 GB

OpenNemotron 3 Embed 8B BF16+48%——Memory (4-bit): 0.1 GB → 4.8 GB

BetterNemotron 3 Embed 1B BF16Open+40%—$0.015Memory (4-bit): 0.1 GB → 0.7 GB VBetterVoyage 4 Lite+29%—$0.02 VBetterVoyage 3 Liteunstated+18%—$0.02

Run it yourself

estimate

Fits on✓ 8 GB (phone, laptop) · full quality✓ 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 · English46.1#125

BEIR · Mean over task types · English46.1#125

BEIR · Retrieval · English46.1#125

MTEB Mandarin Chinese v1 · Mean over tasks · Mandarin Chinese52.7#30

MTEB Mandarin Chinese v1 · Mean over task types · Mandarin Chinese53.3#30

MTEB Mandarin Chinese v1 · Retrieval · Mandarin Chinese57.2#71

MTEB Mandarin Chinese v1 · STS · Mandarin Chinese39.4#70

MTEB Mandarin Chinese v1 · Reranking · Mandarin Chinese55#63

MTEB Mandarin Chinese v1 · Clustering · Mandarin Chinese42.2#67

MTEB Mandarin Chinese v1 · Pair Classification · Mandarin Chinese61.6#66

MTEB Mandarin Chinese v1 · Classification · Mandarin Chinese64.6#35

ChemTEB · Mean over tasks · multilingual (13 languages)71.7#16

ChemTEB · Mean over task types · multilingual (13 languages)51.4#18

ChemTEB · Classification · English82.7#16

ChemTEB · Retrieval · English67.8#36

ChemTEB · Pair Classification · multilingual (13 languages)60.5#15

ChemTEB · Clustering · English45.6#21

ChemTEB · Bitext Mining · English0.3#12

MTEB Persian v2 · Mean over tasks · Persian62.2#19

MTEB Persian v2 · Mean over task types · Persian66#17

MTEB Persian v2 · STS · Persian73.7#27

MTEB Persian v2 · Clustering · Persian58.6#26

MTEB Persian v2 · Classification · Persian63.4#24

MTEB Persian v2 · Retrieval · Persian51.5#16

MTEB Persian v2 · Reranking · Persian66.8#39

MTEB Persian v2 · Bitext Mining · Persian67.2#10

MTEB Persian v2 · Pair Classification · Persian81.1#23

JMTEB v2 · Mean over tasks · Japanese64.2#22

JMTEB v2 · Mean over task types · Japanese64.9#22

JMTEB v2 · Clustering · Japanese49.1#37

JMTEB v2 · Classification · Japanese56.1#25

JMTEB v2 · Retrieval · Japanese66.9#22

JMTEB v2 · STS · Japanese80.7#34

JMTEB v2 · Reranking · Japanese71.7#20

LongEmbed · Mean over tasks · English70.6#21

LongEmbed · Mean over task types · English70.6#21

LongEmbed · Retrieval · English70.6#21

MTEB German v1 · Mean over tasks · German51.7#25

MTEB German v1 · Mean over task types · German51.3#25

MTEB German v1 · Clustering · German31.3#40

MTEB German v1 · Retrieval · German53.1#14

MTEB German v1 · Classification · German60.5#58

MTEB German v1 · STS · German68.8#30

MTEB German v1 · Pair Classification · German50.9#68

MTEB German v1 · Reranking · German43.1#47

MTEB Europe v1 · Mean over tasks · multilingual (29 languages)57.5#20

MTEB Europe v1 · Mean over task types · multilingual (29 languages)51.2#20

MTEB Europe v1 · Retrieval · multilingual (25 languages)56.4#22

MTEB Europe v1 · STS · multilingual (8 languages)71.3#30

MTEB Europe v1 · Bitext Mining · multilingual (28 languages)87.2#43

MTEB Europe v1 · Classification · multilingual (23 languages)53.9#47

MTEB Europe v1 · Clustering · multilingual (29 languages)40#63

MTEB Europe v1 · Instruction Reranking · English-3.3#176

MTEB Europe v1 · Pair Classification · multilingual (11 languages)86.5#45

MTEB Europe v1 · Reranking · multilingual (12 languages)55.9#66

MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)12.6#96

MTEB French v1 · Mean over tasks · multilingual (2 languages)55.3#23

MTEB French v1 · Mean over task types · multilingual (2 languages)56.3#24

MTEB French v1 · STS · French77.7#25

MTEB French v1 · Retrieval · multilingual (2 languages)51.6#30

MTEB French v1 · Reranking · French76.7#36

MTEB French v1 · Clustering · French40.5#63

MTEB French v1 · Classification · French61.3#53

MTEB French v1 · Summarization · French29.1#123

MTEB French v1 · Pair Classification · French56.9#111

MTEB Indic v1 · Mean over tasks · multilingual (25 languages)63.3#22

MTEB Indic v1 · Mean over task types · multilingual (25 languages)61.3#23

MTEB Indic v1 · Classification · multilingual (8 languages)62.6#26

MTEB Indic v1 · Retrieval · multilingual (14 languages)75.3#38

MTEB Indic v1 · Bitext Mining · multilingual (20 languages)73.2#18

MTEB Indic v1 · Reranking · multilingual (2 languages)81.2#73

MTEB Indic v1 · Pair Classification · Hindi68.2#67

MTEB Indic v1 · STS · multilingual (13 languages)44.9#41

MTEB Indic v1 · Clustering · multilingual (21 languages)23.6#82

MTEB Korean v2 · Mean over tasks · multilingual (2 languages)64.8#19

MTEB Korean v2 · Mean over task types · multilingual (2 languages)63#17

MTEB Korean v2 · STS · Korean79.3#31

MTEB Korean v2 · Retrieval · multilingual (2 languages)64.3#26

MTEB Korean v2 · Pair Classification · Korean59.2#16

MTEB Korean v2 · Reranking · Korean58.8#20

MTEB Korean v2 · Classification · Korean53.4#46

MTEB Korean v2 · Clustering · Korean63.2#13

MTEB Dutch v1 · Mean over tasks · Dutch52.8#47

MTEB Dutch v1 · Mean over task types · Dutch58.1#52

MTEB Dutch v1 · Classification · Dutch57.6#56

MTEB Dutch v1 · Clustering · Dutch32.4#44

MTEB Dutch v1 · Retrieval · Dutch58#34

MTEB Dutch v1 · STS · Dutch72.7#56

MTEB Dutch v1 · Multilabel Classification · Dutch35.4#42

MTEB Dutch v1 · Pair Classification · Dutch64.3#77

MTEB Dutch v1 · Reranking · Dutch86.4#78

MTEB Polish v1 · Mean over tasks · Polish57.5#11

MTEB Polish v1 · Mean over task types · Polish58.4#10

MTEB Polish v1 · Pair Classification · Polish76#64

MTEB Polish v1 · Classification · Polish50.2#58

MTEB Polish v1 · STS · Polish65.4#39

MTEB Polish v1 · Clustering · Polish42.2#7

MTEB Portuguese v1 · Mean over tasks · Portuguese66.8#10

MTEB Portuguese v1 · Mean over task types · Portuguese61.4#9

MTEB Portuguese v1 · Classification · Portuguese54.9#20

MTEB Portuguese v1 · Retrieval · Portuguese76#5

MTEB Portuguese v1 · Multilabel Classification · Portuguese20.1#73

MTEB Portuguese v1 · STS · Portuguese71.4#16

MTEB Portuguese v1 · Reranking · Portuguese84.7#4

MTEB Law v1 · Mean over tasks · multilingual (3 languages)55.4#32

MTEB Law v1 · Mean over task types · multilingual (3 languages)55.4#32

MTEB Law v1 · Retrieval · multilingual (3 languages)55.4#32

MTEB Medical v1 · Mean over tasks · multilingual (10 languages)51.1#37

MTEB Medical v1 · Mean over task types · multilingual (10 languages)50.4#40

MTEB Medical v1 · Retrieval · multilingual (10 languages)53.4#39

MTEB Medical v1 · Clustering · English34.3#140

MTEB Medical v1 · Reranking · Mandarin Chinese63.5#88

FollowIR · Mean over tasks · English-3.3#176

FollowIR · Mean over task types · English-3.3#176

FollowIR · Instruction Reranking · English-3.3#176

MTEB Spanish v1 · Mean over tasks · multilingual (2 languages)60.1#21

MTEB Spanish v1 · Mean over task types · multilingual (2 languages)60.7#21

MTEB Spanish v1 · Pair Classification · Spanish61.1#95

MTEB Spanish v1 · STS · multilingual (2 languages)77.5#24

MTEB Spanish v1 · Retrieval · multilingual (2 languages)44.3#19

MTEB Spanish v1 · Clustering · Spanish45.7#33

MTEB Spanish v1 · Reranking · Spanish53.9#44

MTEB Spanish v1 · Classification · Spanish81.6#20

MTEB Thai v1 · Mean over tasks · multilingual (2 languages)58.9#18

MTEB Thai v1 · Mean over task types · multilingual (2 languages)60.1#16

MTEB Thai v1 · Clustering · Thai41.7#65

MTEB Thai v1 · Classification · Thai59.4#28

MTEB Thai v1 · Pair Classification · Thai67.7#71

MTEB Thai v1 · Retrieval · multilingual (2 languages)54.6#24

MTEB Thai v1 · Reranking · Thai76.9#8

MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)55.1#29

MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)57.7#25

MTEB Scandinavian v1 · Clustering · multilingual (2 languages)41#42

MTEB Scandinavian v1 · Classification · multilingual (6 languages)54.4#65

MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)63.9#27

MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)71.3#38

VN-MTEB Vietnamese v1 · Mean over tasks · Vietnamese47.8#19

VN-MTEB Vietnamese v1 · Mean over task types · Vietnamese59.4#18

VN-MTEB Vietnamese v1 · Classification · Vietnamese57.9#25

VN-MTEB Vietnamese v1 · STS · Vietnamese77.5#18

VN-MTEB Vietnamese v1 · Retrieval · Vietnamese33.8#19

VN-MTEB Vietnamese v1 · Clustering · Vietnamese45.5#18

VN-MTEB Vietnamese v1 · Reranking · Vietnamese60.2#23

VN-MTEB Vietnamese v1 · Pair Classification · Vietnamese81.5#18

CoIR · Mean over tasks · multilingual (9 languages)54.2#47

CoIR · Mean over task types · multilingual (9 languages)54.2#47

CoIR · Retrieval · multilingual (9 languages)54.2#47

CoREB v1 · Mean over tasks · multilingual (6 languages)46.4#19

CoREB v1 · Mean over task types · multilingual (6 languages)46.4#19

CoREB v1 · Reranking · multilingual (6 languages)48.9#19

CoREB v1 · Retrieval · multilingual (6 languages)43.9#19

MTEB Russian v1.1 · Mean over tasks · Russian55.7#38

MTEB Russian v1.1 · Mean over task types · Russian55.3#37

MTEB Russian v1.1 · Classification · Russian54.4#71

MTEB Russian v1.1 · STS · Russian69.4#51

MTEB Russian v1.1 · Reranking · Russian58.3#53

MTEB Russian v1.1 · Clustering · Russian51.5#61

MTEB Russian v1.1 · Pair Classification · Russian57.6#63

MTEB Russian v1.1 · Retrieval · Russian62.9#32

MTEB Russian v1.1 · Multilabel Classification · Russian32.8#58

RTEB Code beta · Mean over tasks · multilingual (6 languages)49.1#3

RTEB English beta · Mean over tasks · multilingual (5 languages)48.5#2

RTEB Finnish beta · Mean over tasks · English53.4#61

RTEB French beta · Mean over tasks · multilingual (2 languages)34.3#81

RTEB German beta · Mean over tasks · German52.3#55

RTEB Health beta · Mean over tasks · multilingual (4 languages)43.8#60

RTEB Law beta · Mean over tasks · multilingual (4 languages)45.4#64

MTEB multilingual v2 · Mean over tasks · multilingual (1037 languages)56.7#46

MTEB multilingual v2 · Mean over task types · multilingual (1037 languages)50.1#42

MTEB multilingual v2 · Classification · multilingual (119 languages)54.8#64

MTEB multilingual v2 · Clustering · multilingual (208 languages)42.4#63

MTEB multilingual v2 · STS · multilingual (35 languages)71.6#45

MTEB multilingual v2 · Pair Classification · multilingual (24 languages)76.5#70

MTEB multilingual v2 · Retrieval · multilingual (120 languages)56.3#60

MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)73.1#22

MTEB multilingual v2 · Instruction Reranking · English-3.3#176

MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)18.6#75

MTEB multilingual v2 · Reranking · multilingual (22 languages)60.5#62

FAQ

How much does Bekko Embedding v1 A8m cost?›

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

Is Bekko Embedding v1 A8m free to use?›

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

How good is Bekko Embedding v1 A8m, and what is it best at?›

#117 of 200 in Embeddings.

Is Bekko Embedding v1 A8m better than F2LLM v2 0.6B?›

On RTEB German beta · Mean over tasks · German, Bekko Embedding v1 A8m scores 52.3 vs 53.6 — lower.

When was Bekko Embedding v1 A8m released? Is there a newer version?›

Released 2026-07-28. It is the current version in its line.

Is Bekko Embedding v1 A8m open source?›

Yes, the weights are open (MIT licence).

Can I run Bekko Embedding v1 A8m locally?›

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

What is Bekko Embedding v1 A8m?›

Bekko Embedding v1 A8m is an open-weights embeddings & retrieval model from hotchpotch, released Jul 2026.

What are the best alternatives to Bekko Embedding v1 A8m?›

Qwen 3 Embedding 8B (better), Nemotron 3 Embed 8B BF16 (open weights).