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 →
1Giga Embeddings Instruct79.62Giga Embeddings Instruct 3B 082672.33Giga Embeddings Instruct 10B A1.8B 082671.64Qwen 3 Embedding 8B71.35Gte Qwen1.5 7B Instruct69.5
···
76USER2 Base56.477Rubert Tiny Turbo56.378Granite Embedding 278M Multilingual56.3

Strong at

C
Embeddings & Retrieval#182 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+16%—$0.002Languages: not verified+1aOpenGiga Embeddings Instructunstated+41%——Memory (4-bit): 0 GB → 1.9 GBBetterQwen 3 Embedding 8BunstatedOpen+27%—$0.01Languages: not verified+1iBetterMultilingual E5 Large InstructunstatedOpen+14%—$0.01Max input: 2K tokens → 1K tokens+1BetterQwen 3 Embedding 0.6BunstatedOpen+8%—$0.01Languages: not verified+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 USER2 Base?›

On MTEB Russian v1.1 · Pair Classification · Russian, Rubert Tiny Turbo scores 56.3 vs 56.4 — about the same.

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?›

EmbeddingGemma 300M (better), Giga Embeddings Instruct (open weights).