s

Rubert Tiny Turbo

Jun 2024
sRubert Tiny Turbo
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price not verifiedprice
18.6MTEB English v2
Jun 2024released
312Dimensions
2K tokensMax input
ruLanguages

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
···
66Arabic Mpnet Base All Nli Triplet55.467Rubert Tiny Turbo5468Ru En RoSBERTa53.8

Strong at

C
Embeddings & Retrieval#182 of 200

Alternatives?

ModelScoreCostPriceWhat changes
iBetterE5 Base v2unstatedOpen+28%—$0.005Max input: 2K tokens → 1K tokens+1OpenJina Embeddings v5 Text Smallunstated+53%—$0.05Languages: not verified+1BetterBge Base En v1.5unstatedOpen+17%—$0.005Max input: 2K tokens → 1K tokens+1sBetterAll MiniLM L6 v2unstatedOpen+7%—$0.005Max input: 2K tokens → 0K tokensiBetterMultilingual E5 Large InstructunstatedOpen+49%—$0.01Max input: 2K tokens → 1K tokens+1

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 · English17.6#183
BEIR · Mean over task types · English17.6#183
BEIR · Retrieval · English17.6#183
MTEB Persian v2 · Reranking · Persian18.8#140
JMTEB v2 · Clustering · Japanese13#124
JMTEB v2 · STS · Japanese33.4#147
LongEmbed · Mean over tasks · English27.4#135
LongEmbed · Mean over task types · English27.4#135
LongEmbed · Retrieval · English27.4#135
MTEB German v1 · Mean over tasks · German26.2#90
MTEB German v1 · Mean over task types · German25.7#90
MTEB German v1 · Clustering · German10#147
MTEB German v1 · Retrieval · German8.2#96
MTEB German v1 · Classification · German41.3#147
MTEB German v1 · STS · German34.8#122
MTEB German v1 · Pair Classification · German48.2#157
MTEB German v1 · Reranking · German12.1#131
MTEB Europe v1 · Retrieval · multilingual (25 languages)23.5#125
MTEB Europe v1 · STS · multilingual (8 languages)56.7#72
MTEB Europe v1 · Classification · multilingual (23 languages)45.2#116
MTEB Europe v1 · Clustering · multilingual (29 languages)24.1#155
MTEB Europe v1 · Instruction Reranking · English-2.3#134
MTEB Europe v1 · Reranking · multilingual (12 languages)36.8#161
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)7.5#145
MTEB French v1 · Mean over tasks · multilingual (2 languages)30.4#92
MTEB French v1 · Mean over task types · multilingual (2 languages)34.8#92
MTEB French v1 · STS · French53.1#98
MTEB French v1 · Retrieval · multilingual (2 languages)8.7#119
MTEB French v1 · Reranking · French35.1#125
MTEB French v1 · Clustering · French24.5#112
MTEB French v1 · Classification · French38.9#122
MTEB French v1 · Summarization · French30.9#42
MTEB French v1 · Pair Classification · French52.1#172
MTEB Indic v1 · Classification · multilingual (8 languages)40.1#132
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)5.7#83
MTEB Indic v1 · Reranking · multilingual (2 languages)33.6#177
MTEB Indic v1 · STS · multilingual (13 languages)10.1#102
MTEB Indic v1 · Clustering · multilingual (21 languages)4#121
MTEB Korean v2 · STS · Korean2.5#82
MTEB Korean v2 · Reranking · Korean6.2#124
MTEB Korean v2 · Classification · Korean18.2#145
MTEB Dutch v1 · Mean over tasks · Dutch27.2#117
MTEB Dutch v1 · Mean over task types · Dutch38.9#117
MTEB Dutch v1 · Classification · Dutch39.9#120
MTEB Dutch v1 · Clustering · Dutch12.2#117
MTEB Dutch v1 · Retrieval · Dutch11.5#120
MTEB Dutch v1 · STS · Dutch57.1#102
MTEB Dutch v1 · Multilabel Classification · Dutch22.5#118
MTEB Dutch v1 · Pair Classification · Dutch61.3#93
MTEB Dutch v1 · Reranking · Dutch67.6#183
MTEB Polish v1 · Pair Classification · Polish60.5#133
MTEB Polish v1 · Classification · Polish36.9#132
MTEB Polish v1 · STS · Polish44.1#111
MTEB Portuguese v1 · Multilabel Classification · Portuguese20.8#58
MTEB Law v1 · Mean over tasks · multilingual (3 languages)23#148
MTEB Law v1 · Mean over task types · multilingual (3 languages)23#148
MTEB Law v1 · Retrieval · multilingual (3 languages)23#148
MTEB Medical v1 · Clustering · English24.7#217
MTEB Medical v1 · Reranking · Mandarin Chinese10.6#179
FollowIR · Mean over tasks · English-2.3#134
FollowIR · Mean over task types · English-2.3#134
FollowIR · Instruction Reranking · English-2.3#134
MTEB Spanish v1 · STS · multilingual (2 languages)54#67
MTEB Spanish v1 · Clustering · Spanish34.1#110
MTEB Spanish v1 · Reranking · Spanish14#135
MTEB Thai v1 · Clustering · Thai4.2#126
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)20.1#158
MTEB Scandinavian v1 · Classification · multilingual (6 languages)46.6#133
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)65.7#84
MTEB Russian v1.1 · Mean over tasks · Russian53.8#40
MTEB Russian v1.1 · Mean over task types · Russian52.6#40
MTEB Russian v1.1 · Classification · Russian55.1#66
MTEB Russian v1.1 · STS · Russian71.7#38
MTEB Russian v1.1 · Reranking · Russian54.9#58
MTEB Russian v1.1 · Clustering · Russian49.6#68
MTEB Russian v1.1 · Pair Classification · Russian56.3#77
MTEB Russian v1.1 · Retrieval · Russian48.8#41
MTEB Russian v1.1 · Multilabel Classification · Russian32.1#64
RTEB French beta · Mean over tasks · multilingual (2 languages)2.3#192
RTEB German beta · Mean over tasks · German3.1#204
RTEB Law beta · Mean over tasks · multilingual (4 languages)17.4#194
MTEB multilingual v2 · Classification · multilingual (119 languages)41.8#150
MTEB multilingual v2 · Clustering · multilingual (208 languages)29.3#149
MTEB multilingual v2 · STS · multilingual (35 languages)47.8#103
MTEB multilingual v2 · Retrieval · multilingual (120 languages)21.3#163
MTEB multilingual v2 · Instruction Reranking · English-2.3#134
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)15.9#119
MTEB multilingual v2 · Reranking · multilingual (22 languages)38.9#145

FAQ

How much does Rubert Tiny Turbo cost?›

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

How good is Rubert Tiny Turbo, and what is it best at?›

#182 of 200 in Embeddings.

Is Rubert Tiny Turbo better than Arabic Mpnet Base All Nli Triplet?›

On MTEB Spanish v1 · STS · multilingual (2 languages), Rubert Tiny Turbo scores 54 vs 55.4 — lower.

When was Rubert Tiny Turbo released? Is there a newer version?›

Released 2024-06-21. It is the current version in its line.

Is Rubert Tiny Turbo open source?›

Yes, the weights are open (MIT licence).

Can I run Rubert Tiny Turbo locally?›

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

What is Rubert Tiny Turbo?›

Rubert Tiny Turbo is an open-weights embeddings & retrieval model from sergeyzh, released Jun 2024.

What are the best alternatives to Rubert Tiny Turbo?›

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