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Arabic All Nli Triplet Matryoshka

Jun 2024
OArabic All Nli Triplet Matryoshka
Compare in
on
self-host onlyprice
33.8MTEB English v2
Jun 2024released
768Dimensions
0K tokensMax input
arLanguages

Rankingconfiguration unstated?

Full ranking →
1Qwen 3 Embedding 8B86.42Seed1.6 Embedding 121585.53Harrier OSS v1 27B85.44Gte Qwen2 7B Instruct85.15Octen Embedding 8B85.1
···
21F2LLM v2 8B81.222Arabic All Nli Triplet Matryoshka81.223Paraphrase Multilingual Mpnet Base v281.2

Strong at

C
Embeddings & Retrieval#159 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterQwen 3 Embedding 8BunstatedOpen+6%—$0.01Languages: not verified+1BetterQwen 3 Embedding 4BunstatedOpen+5%—$0.02Languages: not verified+1BetterGemini Embedding 001unstated+3%—$0.15BetterSeed1.6 Embedding 1215+5%——Languages: not verifiedBetterHarrier OSS v1 27BOpen+5%——Memory (4-bit): 0.2 GB → 16 GB

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 · English32.1#165
BEIR · Mean over task types · English32.1#165
BEIR · Retrieval · English32.1#165
MTEB Persian v2 · Reranking · Persian63.7#44
JMTEB v2 · Clustering · Japanese39.4#72
JMTEB v2 · STS · Japanese76.2#71
LongEmbed · Mean over tasks · English20.8#150
LongEmbed · Mean over task types · English20.8#150
LongEmbed · Retrieval · English20.8#150
MTEB German v1 · Mean over tasks · German48.3#34
MTEB German v1 · Mean over task types · German47.5#34
MTEB German v1 · Classification · German65.3#44
MTEB German v1 · Pair Classification · German52#65
MTEB German v1 · STS · German64.1#49
MTEB German v1 · Clustering · German25.3#79
MTEB German v1 · Retrieval · German37.8#61
MTEB German v1 · Reranking · German40.1#52
MTEB Europe v1 · Mean over tasks · multilingual (29 languages)54.1#27
MTEB Europe v1 · Mean over task types · multilingual (29 languages)48.2#27
MTEB Europe v1 · Classification · multilingual (23 languages)56.8#42
MTEB Europe v1 · Instruction Reranking · English-1.1#87
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)5.7#152
MTEB Europe v1 · STS · multilingual (8 languages)74.7#26
MTEB Europe v1 · Pair Classification · multilingual (11 languages)90.7#14
MTEB Europe v1 · Clustering · multilingual (29 languages)34.3#120
MTEB Europe v1 · Retrieval · multilingual (25 languages)39.1#94
MTEB Europe v1 · Reranking · multilingual (12 languages)52.2#87
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)81.6#74
MTEB French v1 · Mean over tasks · multilingual (2 languages)53.3#28
MTEB French v1 · Mean over task types · multilingual (2 languages)54.8#28
MTEB French v1 · STS · French78.5#23
MTEB French v1 · Retrieval · multilingual (2 languages)41#57
MTEB French v1 · Classification · French65.6#39
MTEB French v1 · Clustering · French37.8#78
MTEB French v1 · Reranking · French72#62
MTEB French v1 · Pair Classification · French57.6#100
MTEB French v1 · Summarization · French31#38
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)59#40
MTEB Indic v1 · Mean over task types · multilingual (25 languages)57#36
MTEB Indic v1 · Classification · multilingual (8 languages)60.8#44
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)50.8#46
MTEB Indic v1 · STS · multilingual (13 languages)37.6#54
MTEB Indic v1 · Reranking · multilingual (2 languages)78.6#80
MTEB Indic v1 · Retrieval · multilingual (14 languages)62#57
MTEB Indic v1 · Pair Classification · Hindi81.4#12
MTEB Indic v1 · Clustering · multilingual (21 languages)27.6#78
MTEB Korean v2 · STS · Korean82.1#22
MTEB Korean v2 · Classification · Korean47.2#57
MTEB Korean v2 · Reranking · Korean41.1#54
MTEB Dutch v1 · Mean over tasks · Dutch48.6#59
MTEB Dutch v1 · Mean over task types · Dutch58.2#51
MTEB Dutch v1 · Retrieval · Dutch42.8#62
MTEB Dutch v1 · Classification · Dutch58.1#53
MTEB Dutch v1 · Multilabel Classification · Dutch31.6#71
MTEB Dutch v1 · STS · Dutch80.3#23
MTEB Dutch v1 · Clustering · Dutch28.8#58
MTEB Dutch v1 · Reranking · Dutch85.1#87
MTEB Dutch v1 · Pair Classification · Dutch80.5#17
MTEB Polish v1 · Mean over tasks · Polish60.7#30
MTEB Polish v1 · Mean over task types · Polish60.6#29
MTEB Polish v1 · Classification · Polish55#54
MTEB Polish v1 · Clustering · Polish36.5#39
MTEB Polish v1 · STS · Polish65.7#41
MTEB Polish v1 · Pair Classification · Polish85.3#25
MTEB Portuguese v1 · Multilabel Classification · Portuguese19#113
MTEB Law v1 · Mean over tasks · multilingual (3 languages)35#127
MTEB Law v1 · Mean over task types · multilingual (3 languages)35#127
MTEB Law v1 · Retrieval · multilingual (3 languages)35#127
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)37.2#86
MTEB Medical v1 · Mean over task types · multilingual (10 languages)39.8#50
MTEB Medical v1 · Retrieval · multilingual (10 languages)36.9#93
MTEB Medical v1 · Clustering · English32#177
MTEB Medical v1 · Reranking · Mandarin Chinese50.5#100
FollowIR · Mean over tasks · English-1.1#87
FollowIR · Mean over task types · English-1.1#87
FollowIR · Instruction Reranking · English-1.1#87
MTEB Spanish v1 · STS · multilingual (2 languages)75.2#34
MTEB Spanish v1 · Clustering · Spanish37#97
MTEB Spanish v1 · Pair Classification · Spanish70.8#29
MTEB Spanish v1 · Reranking · Spanish47.5#57
MTEB Spanish v1 · Classification · Spanish85#32
MTEB Thai v1 · Pair Classification · Thai83.3#11
MTEB Thai v1 · Clustering · Thai37.5#89
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)50.4#52
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)49.3#56
MTEB Scandinavian v1 · Classification · multilingual (6 languages)58.1#55
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)48.5#56
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)33.5#99
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)56.9#160
MTEB Russian v1.1 · Mean over tasks · Russian52.8#42
MTEB Russian v1.1 · Mean over task types · Russian52.1#42
MTEB Russian v1.1 · Classification · Russian55#71
MTEB Russian v1.1 · Clustering · Russian48.2#76
MTEB Russian v1.1 · Reranking · Russian51.8#61
MTEB Russian v1.1 · Multilabel Classification · Russian32.2#67
MTEB Russian v1.1 · STS · Russian70.4#49
MTEB Russian v1.1 · Retrieval · Russian44.3#43
MTEB Russian v1.1 · Pair Classification · Russian62.7#25
RTEB French beta · Mean over tasks · multilingual (2 languages)28#99
RTEB German beta · Mean over tasks · German16.7#141
RTEB Law beta · Mean over tasks · multilingual (4 languages)27.5#170
MTEB multilingual v2 · Mean over tasks · multilingual (1037 languages)52#53
MTEB multilingual v2 · Mean over task types · multilingual (1037 languages)45.3#54
MTEB multilingual v2 · Clustering · multilingual (208 languages)38.2#116
MTEB multilingual v2 · STS · multilingual (35 languages)71.3#47
MTEB multilingual v2 · Classification · multilingual (119 languages)54.6#66
MTEB multilingual v2 · Retrieval · multilingual (120 languages)38.5#108
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)15#139
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)55.9#77
MTEB multilingual v2 · Instruction Reranking · English-1.1#87
MTEB multilingual v2 · Reranking · multilingual (22 languages)54.3#78
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)81.2#22

FAQ

How much does Arabic All Nli Triplet Matryoshka cost?›

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

Is Arabic All Nli Triplet Matryoshka free to use?›

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

How good is Arabic All Nli Triplet Matryoshka, and what is it best at?›

#159 of 200 in Embeddings.

Is Arabic All Nli Triplet Matryoshka better than F2LLM v2 8B?›

On MTEB multilingual v2 · Pair Classification · multilingual (24 languages), Arabic All Nli Triplet Matryoshka scores 81.2 vs 81.2 — about the same.

When was Arabic All Nli Triplet Matryoshka released? Is there a newer version?›

Released 2024-06-14. It is the current version in its line.

Is Arabic All Nli Triplet Matryoshka open source?›

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

Can I run Arabic All Nli Triplet Matryoshka locally?›

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

What is Arabic All Nli Triplet Matryoshka?›

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

What are the best alternatives to Arabic All Nli Triplet Matryoshka?›

Qwen 3 Embedding 8B (better).