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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 →
1Qwen 3 Embedding 4B89.92Qwen 3 Embedding 8B89.83Alpha Sts v087.64F2LLM v2 14B86.65F2LLM v2 8B86
···
30Nomic Embed Text v2 Moe79.531Bekko Embedding v1 A8m79.332Multilingual E5 Small Ko79.2

Strong at

C
Embeddings & Retrieval#117 of 200

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 Nomic Embed Text v2 Moe?›

On MTEB Korean v2 · STS · Korean, Bekko Embedding v1 A8m scores 79.3 vs 79.5 — about the same.

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), Qwen 3 Embedding 4B (open weights).