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Arabert All Nli Triplet Matryoshka

Jun 2024
OArabert All Nli Triplet Matryoshka
Compare in
on
self-host onlyprice
6MTEB English v2
Jun 2024released
768Dimensions
1K tokensMax input
arLanguages

Rankingconfiguration unstated?

Full ranking →
1Gemini Embedding 001832Jina Embeddings v5 Omni Small82.53Jina Embeddings v5 Text Small82.54Jina Embeddings v5 Omni Nano81.74Jina Embeddings v5 Text Nano81.7
···
71Rubert Tiny48.972Arabert All Nli Triplet Matryoshka48.673Marbert All Nli Triplet Matryoshka47.4

Strong at

C
Embeddings & Retrieval#193 of 200

Alternatives?

ModelScoreCostPriceWhat changes
iBetterE5 Base v2unstatedOpen+42%—$0.005OpenJina Embeddings v5 Text Smallunstated+70%—$0.05Languages: not verified+1BetterBge Base En v1.5unstatedOpen+29%—$0.005sBetterAll MiniLM L6 v2unstatedOpen+19%—$0.005Max input: 1K tokens → 0K tokensiBetterMultilingual E5 Large InstructunstatedOpen+65%—$0.01Memory (4-bit): 0.1 GB → 0.3 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 · English8.4#191
BEIR · Mean over task types · English8.4#191
BEIR · Retrieval · English8.4#191
MTEB Persian v2 · Reranking · Persian37#84
JMTEB v2 · Clustering · Japanese10.4#146
JMTEB v2 · STS · Japanese23.2#159
LongEmbed · Mean over tasks · English12.5#159
LongEmbed · Mean over task types · English12.5#159
LongEmbed · Retrieval · English12.5#159
MTEB German v1 · Mean over tasks · German25.3#93
MTEB German v1 · Mean over task types · German24.9#93
MTEB German v1 · Clustering · German8.5#154
MTEB German v1 · Retrieval · German5.4#101
MTEB German v1 · Classification · German40#151
MTEB German v1 · STS · German40.6#112
MTEB German v1 · Pair Classification · German49.4#104
MTEB German v1 · Reranking · German5.8#141
MTEB Europe v1 · Mean over tasks · multilingual (29 languages)32.1#57
MTEB Europe v1 · Mean over task types · multilingual (29 languages)28.4#57
MTEB Europe v1 · Retrieval · multilingual (25 languages)13.9#129
MTEB Europe v1 · STS · multilingual (8 languages)49.5#75
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)21.8#160
MTEB Europe v1 · Classification · multilingual (23 languages)41.8#133
MTEB Europe v1 · Clustering · multilingual (29 languages)19.5#166
MTEB Europe v1 · Instruction Reranking · English1.1#32
MTEB Europe v1 · Pair Classification · multilingual (11 languages)72.9#136
MTEB Europe v1 · Reranking · multilingual (12 languages)32.9#168
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)2.6#174
MTEB French v1 · Mean over tasks · multilingual (2 languages)29.4#95
MTEB French v1 · Mean over task types · multilingual (2 languages)34.7#94
MTEB French v1 · STS · French54#96
MTEB French v1 · Retrieval · multilingual (2 languages)7.2#122
MTEB French v1 · Reranking · French34.8#128
MTEB French v1 · Clustering · French22.4#116
MTEB French v1 · Classification · French37.3#125
MTEB French v1 · Summarization · French31.2#29
MTEB French v1 · Pair Classification · French56.2#123
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)31.2#114
MTEB Indic v1 · Mean over task types · multilingual (25 languages)21.5#106
MTEB Indic v1 · Classification · multilingual (8 languages)41.8#115
MTEB Indic v1 · Retrieval · multilingual (14 languages)7.6#131
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)5.4#88
MTEB Indic v1 · Reranking · multilingual (2 languages)33.9#176
MTEB Indic v1 · Pair Classification · Hindi50.6#173
MTEB Indic v1 · STS · multilingual (13 languages)7#115
MTEB Indic v1 · Clustering · multilingual (21 languages)4.1#119
MTEB Korean v2 · STS · Korean1.9#86
MTEB Korean v2 · Reranking · Korean5#138
MTEB Korean v2 · Classification · Korean19.5#134
MTEB Dutch v1 · Mean over tasks · Dutch25.3#122
MTEB Dutch v1 · Mean over task types · Dutch36.6#120
MTEB Dutch v1 · Classification · Dutch39.6#121
MTEB Dutch v1 · Clustering · Dutch11.3#121
MTEB Dutch v1 · Retrieval · Dutch7.3#122
MTEB Dutch v1 · STS · Dutch52.5#120
MTEB Dutch v1 · Multilabel Classification · Dutch21.1#128
MTEB Dutch v1 · Pair Classification · Dutch64.6#72
MTEB Dutch v1 · Reranking · Dutch59.5#189
MTEB Polish v1 · Pair Classification · Polish53.6#146
MTEB Polish v1 · Classification · Polish38.5#125
MTEB Polish v1 · STS · Polish41.1#114
MTEB Portuguese v1 · Multilabel Classification · Portuguese17.6#156
MTEB Law v1 · Mean over tasks · multilingual (3 languages)16.4#153
MTEB Law v1 · Mean over task types · multilingual (3 languages)16.4#153
MTEB Law v1 · Retrieval · multilingual (3 languages)16.4#153
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)10.4#130
MTEB Medical v1 · Mean over task types · multilingual (10 languages)13.5#132
MTEB Medical v1 · Retrieval · multilingual (10 languages)7.7#132
MTEB Medical v1 · Clustering · English22.6#228
MTEB Medical v1 · Reranking · Mandarin Chinese10.2#182
FollowIR · Mean over tasks · English1.1#32
FollowIR · Mean over task types · English1.1#32
FollowIR · Instruction Reranking · English1.1#32
MTEB Spanish v1 · Pair Classification · Spanish53.9#164
MTEB Spanish v1 · STS · multilingual (2 languages)48.6#72
MTEB Spanish v1 · Clustering · Spanish27.7#124
MTEB Spanish v1 · Reranking · Spanish7.7#141
MTEB Thai v1 · Clustering · Thai5#114
MTEB Thai v1 · Pair Classification · Thai51.8#128
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)18.8#166
MTEB Scandinavian v1 · Classification · multilingual (6 languages)44.5#147
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)49.2#188
MTEB Russian v1.1 · Mean over tasks · Russian18.2#105
MTEB Russian v1.1 · Mean over task types · Russian19.8#105
MTEB Russian v1.1 · Classification · Russian22.6#144
MTEB Russian v1.1 · STS · Russian15.5#134
MTEB Russian v1.1 · Reranking · Russian10#150
MTEB Russian v1.1 · Clustering · Russian15.1#130
MTEB Russian v1.1 · Pair Classification · Russian49#139
MTEB Russian v1.1 · Retrieval · Russian0.7#100
MTEB Russian v1.1 · Multilabel Classification · Russian26#118
RTEB French beta · Mean over tasks · multilingual (2 languages)0.9#205
RTEB German beta · Mean over tasks · German4.7#196
RTEB Law beta · Mean over tasks · multilingual (4 languages)13.3#202
MTEB multilingual v2 · Mean over tasks · multilingual (1037 languages)33.1#85
MTEB multilingual v2 · Mean over task types · multilingual (1037 languages)28.2#85
MTEB multilingual v2 · Classification · multilingual (119 languages)40.9#154
MTEB multilingual v2 · Clustering · multilingual (208 languages)26.4#159
MTEB multilingual v2 · STS · multilingual (35 languages)42.5#108
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)68.8#165
MTEB multilingual v2 · Retrieval · multilingual (120 languages)12.7#169
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)19.1#157
MTEB multilingual v2 · Instruction Reranking · English1.1#32
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)12.1#169
MTEB multilingual v2 · Reranking · multilingual (22 languages)30.1#175

FAQ

How much does Arabert All Nli Triplet Matryoshka cost?›

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

Is Arabert 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 Arabert All Nli Triplet Matryoshka, and what is it best at?›

#193 of 200 in Embeddings.

Is Arabert All Nli Triplet Matryoshka better than Rubert Tiny?›

On MTEB Spanish v1 · STS · multilingual (2 languages), Arabert All Nli Triplet Matryoshka scores 48.6 vs 48.9 — about the same.

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

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

Is Arabert All Nli Triplet Matryoshka open source?›

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

Can I run Arabert All Nli Triplet Matryoshka locally?›

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

What is Arabert All Nli Triplet Matryoshka?›

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

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

E5 Base v2 (better), Jina Embeddings v5 Text Small (open weights).