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Arabic Labse Matryoshka

Jun 2024
OArabic Labse Matryoshka
Compare in
on
self-host onlyprice
24.2MTEB English v2
Jun 2024released
0K tokensMax input
arLanguages

Rankingconfiguration unstated?

Full ranking →
1Qwen 3 Embedding 8B79.32Qwen 3 Embedding 4B78.53Giga Embeddings Instruct 3B 082676.54Multilingual E5 Large Instruct76.55Giga Embeddings Instruct 10B A1.8B 082676.3
···
52NV Embed v269.453Arabic Labse Matryoshka69.154Paraphrase Multilingual Mpnet Base v269

Strong at

C
Embeddings & Retrieval#178 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+7%—$0.002Languages: not verifiedOpenQwen 3 Embedding 8Bunstated+15%—$0.01Languages: not verified+1iBetterMultilingual E5 Large InstructunstatedOpen+11%—$0.01BetterQwen 3 Embedding 0.6BunstatedOpen+7%—$0.01Languages: not verified+1BetterBge M3unstatedOpen+7%—$0.01Languages: not verified

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
LicenceApache-2.0free for commercial use

Benchmarks

in Embeddings & Retrieval
BEIR · Mean over tasks · English23.2#179
BEIR · Mean over task types · English23.2#179
BEIR · Retrieval · English23.2#179
MTEB Persian v2 · Reranking · Persian60.1#46
JMTEB v2 · Clustering · Japanese40.8#63
JMTEB v2 · STS · Japanese75.9#66
LongEmbed · Mean over tasks · English22.9#145
LongEmbed · Mean over task types · English22.9#145
LongEmbed · Retrieval · English22.9#145
MTEB German v1 · Mean over tasks · German47.2#30
MTEB German v1 · Mean over task types · German45.8#30
MTEB German v1 · Clustering · German25.9#72
MTEB German v1 · Retrieval · German37.2#57
MTEB German v1 · Classification · German63.3#50
MTEB German v1 · STS · German65.7#40
MTEB German v1 · Pair Classification · German51.3#63
MTEB German v1 · Reranking · German31.6#66
MTEB Europe v1 · Mean over tasks · multilingual (29 languages)54.1#24
MTEB Europe v1 · Mean over task types · multilingual (29 languages)49.2#23
MTEB Europe v1 · Retrieval · multilingual (25 languages)37.3#95
MTEB Europe v1 · STS · multilingual (8 languages)73.2#23
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)87.1#44
MTEB Europe v1 · Classification · multilingual (23 languages)56.4#41
MTEB Europe v1 · Clustering · multilingual (29 languages)34.8#115
MTEB Europe v1 · Instruction Reranking · English-1.8#115
MTEB Europe v1 · Pair Classification · multilingual (11 languages)90#9
MTEB Europe v1 · Reranking · multilingual (12 languages)49.4#114
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)16.6#50
MTEB French v1 · Mean over tasks · multilingual (2 languages)52.5#32
MTEB French v1 · Mean over task types · multilingual (2 languages)53.6#33
MTEB French v1 · STS · French78.4#21
MTEB French v1 · Retrieval · multilingual (2 languages)37.1#71
MTEB French v1 · Reranking · French66.3#81
MTEB French v1 · Clustering · French41.5#52
MTEB French v1 · Classification · French63.1#46
MTEB French v1 · Summarization · French31.9#8
MTEB French v1 · Pair Classification · French57#110
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)63#24
MTEB Indic v1 · Mean over task types · multilingual (25 languages)63.4#19
MTEB Indic v1 · Classification · multilingual (8 languages)61.9#31
MTEB Indic v1 · Retrieval · multilingual (14 languages)68.2#45
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)67.5#27
MTEB Indic v1 · Reranking · multilingual (2 languages)81.1#75
MTEB Indic v1 · Pair Classification · Hindi80.7#15
MTEB Indic v1 · STS · multilingual (13 languages)55.5#13
MTEB Indic v1 · Clustering · multilingual (21 languages)29.2#74
MTEB Korean v2 · STS · Korean81.1#25
MTEB Korean v2 · Reranking · Korean34.9#56
MTEB Korean v2 · Classification · Korean46.4#56
MTEB Dutch v1 · Mean over tasks · Dutch46.9#60
MTEB Dutch v1 · Mean over task types · Dutch57.1#58
MTEB Dutch v1 · Classification · Dutch55.8#59
MTEB Dutch v1 · Clustering · Dutch29#55
MTEB Dutch v1 · Retrieval · Dutch39.3#74
MTEB Dutch v1 · STS · Dutch77.7#41
MTEB Dutch v1 · Multilabel Classification · Dutch33.7#58
MTEB Dutch v1 · Pair Classification · Dutch79.8#23
MTEB Dutch v1 · Reranking · Dutch84.2#93
MTEB Polish v1 · Pair Classification · Polish85.9#16
MTEB Polish v1 · Classification · Polish56.6#45
MTEB Polish v1 · STS · Polish67.7#23
MTEB Portuguese v1 · Multilabel Classification · Portuguese18.7#125
MTEB Law v1 · Mean over tasks · multilingual (3 languages)35.9#113
MTEB Law v1 · Mean over task types · multilingual (3 languages)35.9#113
MTEB Law v1 · Retrieval · multilingual (3 languages)35.9#113
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)31.7#98
MTEB Medical v1 · Mean over task types · multilingual (10 languages)34.4#59
MTEB Medical v1 · Retrieval · multilingual (10 languages)30.8#102
MTEB Medical v1 · Clustering · English30.7#193
MTEB Medical v1 · Reranking · Mandarin Chinese41.6#105
FollowIR · Mean over tasks · English-1.8#115
FollowIR · Mean over task types · English-1.8#115
FollowIR · Instruction Reranking · English-1.8#115
MTEB Spanish v1 · Pair Classification · Spanish69#42
MTEB Spanish v1 · STS · multilingual (2 languages)74.8#32
MTEB Spanish v1 · Clustering · Spanish40.8#79
MTEB Spanish v1 · Reranking · Spanish37.1#82
MTEB Thai v1 · Clustering · Thai26.9#98
MTEB Thai v1 · Pair Classification · Thai79.4#20
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)35.5#71
MTEB Scandinavian v1 · Classification · multilingual (6 languages)57.1#56
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)65.2#89
MTEB Russian v1.1 · Mean over tasks · Russian51.4#44
MTEB Russian v1.1 · Mean over task types · Russian50.2#44
MTEB Russian v1.1 · Classification · Russian55#67
MTEB Russian v1.1 · STS · Russian69.1#53
MTEB Russian v1.1 · Reranking · Russian46.8#65
MTEB Russian v1.1 · Clustering · Russian49.8#67
MTEB Russian v1.1 · Pair Classification · Russian61.8#26
MTEB Russian v1.1 · Retrieval · Russian36.7#46
MTEB Russian v1.1 · Multilabel Classification · Russian32.2#63
RTEB French beta · Mean over tasks · multilingual (2 languages)20.8#125
RTEB German beta · Mean over tasks · German20.2#124
RTEB Law beta · Mean over tasks · multilingual (4 languages)29.2#152
MTEB multilingual v2 · Mean over tasks · multilingual (1037 languages)53.6#51
MTEB multilingual v2 · Mean over task types · multilingual (1037 languages)47.2#51
MTEB multilingual v2 · Classification · multilingual (119 languages)55.1#62
MTEB multilingual v2 · Clustering · multilingual (208 languages)39.6#105
MTEB multilingual v2 · STS · multilingual (35 languages)72.1#44
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)80.8#30
MTEB multilingual v2 · Retrieval · multilingual (120 languages)37#116
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)70.3#33
MTEB multilingual v2 · Instruction Reranking · English-1.8#115
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)19.9#62
MTEB multilingual v2 · Reranking · multilingual (22 languages)51.6#80

FAQ

How much does Arabic Labse Matryoshka cost?›

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

Is Arabic Labse Matryoshka free to use?›

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

How good is Arabic Labse Matryoshka, and what is it best at?›

#178 of 200 in Embeddings.

Is Arabic Labse Matryoshka better than NV Embed v2?›

On MTEB Russian v1.1 · STS · Russian, Arabic Labse Matryoshka scores 69.1 vs 69.4 — about the same.

When was Arabic Labse Matryoshka released? Is there a newer version?›

Released 2024-06-16. It is the current version in its line.

Is Arabic Labse Matryoshka open source?›

Yes, the weights are open (Apache-2.0 licence).

Can I run Arabic Labse Matryoshka locally?›

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

What is Arabic Labse Matryoshka?›

Arabic Labse Matryoshka is an open-weights embeddings & retrieval model from Omartificial-Intelligence-Space, released Jun 2024.

What are the best alternatives to Arabic Labse Matryoshka?›

EmbeddingGemma 300M (better), Qwen 3 Embedding 8B (open weights).