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Rubert Base Cased Sentence

Mar 2020
DRubert Base Cased Sentence
Compare in
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price not verifiedprice
3.3MTEB English v2
Mar 2020released
768Dimensions
1K tokensMax input
ruLanguages

Rankingconfiguration unstated?

Full ranking →
1E5 Mistral 7B Instruct87.22SFR Embedding 2 R86.53Snowflake Arctic Embed L v2.086.24Multilingual E5 Large Instruct85.95Qwen 3 Embedding 0.6B85.7
···
30Rubert Tiny Turbo66.431Rubert Base Cased Sentence62.232Distilrubert Small Cased Conversational59.8

Strong at

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Embeddings & Retrieval#196 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+37%—$0.002Languages: not verified+1iOpenE5 Mistral 7B Instructunstated+40%—$0.022Memory (4-bit): 0.1 GB → 4.3 GBiBetterMultilingual E5 Large InstructunstatedOpen+38%—$0.01Memory (4-bit): 0.1 GB → 0.3 GBBetterQwen 3 Embedding 0.6BunstatedOpen+38%—$0.01Languages: not verified+1iBetterMultilingual E5 LargeunstatedOpen+35%—$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
Licencenot verified

Benchmarks

in Embeddings & Retrieval
BEIR · Mean over tasks · English5.3#196
BEIR · Mean over task types · English5.3#196
BEIR · Retrieval · English5.3#196
MTEB Persian v2 · Reranking · Persian22.3#127
JMTEB v2 · Clustering · Japanese18.7#106
JMTEB v2 · STS · Japanese61.2#111
LongEmbed · Mean over tasks · English8.1#163
LongEmbed · Mean over task types · English8.1#163
LongEmbed · Retrieval · English8.1#163
MTEB German v1 · Mean over tasks · German26.3#102
MTEB German v1 · Mean over task types · German26.2#101
MTEB German v1 · Classification · German38.6#162
MTEB German v1 · Pair Classification · German49.5#109
MTEB German v1 · STS · German40.4#122
MTEB German v1 · Clustering · German14.2#131
MTEB German v1 · Retrieval · German5.4#119
MTEB German v1 · Reranking · German8.8#134
MTEB Europe v1 · Classification · multilingual (23 languages)42.8#133
MTEB Europe v1 · Instruction Reranking · English0.3#52
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)8#141
MTEB Europe v1 · STS · multilingual (8 languages)47.6#99
MTEB Europe v1 · Clustering · multilingual (29 languages)24.1#157
MTEB Europe v1 · Retrieval · multilingual (25 languages)9.7#147
MTEB Europe v1 · Reranking · multilingual (12 languages)33.6#167
MTEB French v1 · Mean over tasks · multilingual (2 languages)31.7#90
MTEB French v1 · Mean over task types · multilingual (2 languages)35.9#91
MTEB French v1 · STS · French58.6#98
MTEB French v1 · Retrieval · multilingual (2 languages)5.6#131
MTEB French v1 · Classification · French40.2#120
MTEB French v1 · Clustering · French27.7#107
MTEB French v1 · Reranking · French34.8#137
MTEB French v1 · Pair Classification · French55.4#137
MTEB French v1 · Summarization · French29.2#121
MTEB Indic v1 · Classification · multilingual (8 languages)42#120
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)2.3#143
MTEB Indic v1 · STS · multilingual (13 languages)3.6#138
MTEB Indic v1 · Reranking · multilingual (2 languages)35.4#170
MTEB Indic v1 · Clustering · multilingual (21 languages)3.5#139
MTEB Korean v2 · STS · Korean7.5#97
MTEB Korean v2 · Classification · Korean21.2#123
MTEB Korean v2 · Reranking · Korean3.8#154
MTEB Dutch v1 · Mean over tasks · Dutch25.4#120
MTEB Dutch v1 · Mean over task types · Dutch36.3#121
MTEB Dutch v1 · Retrieval · Dutch6#125
MTEB Dutch v1 · Classification · Dutch40.5#117
MTEB Dutch v1 · Multilabel Classification · Dutch23.2#117
MTEB Dutch v1 · STS · Dutch50.8#124
MTEB Dutch v1 · Clustering · Dutch13.1#116
MTEB Dutch v1 · Reranking · Dutch56.3#193
MTEB Dutch v1 · Pair Classification · Dutch63.9#83
MTEB Polish v1 · Mean over tasks · Polish43#87
MTEB Polish v1 · Mean over task types · Polish42#88
MTEB Polish v1 · Classification · Polish40.2#114
MTEB Polish v1 · Clustering · Polish23.1#84
MTEB Polish v1 · STS · Polish38.3#127
MTEB Polish v1 · Pair Classification · Polish66.3#89
MTEB Portuguese v1 · Reranking · Portuguese62.2#31
MTEB Portuguese v1 · Classification · Portuguese44.4#51
MTEB Portuguese v1 · STS · Portuguese50.9#42
MTEB Portuguese v1 · Multilabel Classification · Portuguese14.9#188
MTEB Law v1 · Mean over tasks · multilingual (3 languages)15.1#159
MTEB Law v1 · Mean over task types · multilingual (3 languages)15.1#159
MTEB Law v1 · Retrieval · multilingual (3 languages)15.1#159
MTEB Medical v1 · Clustering · English23.1#223
MTEB Medical v1 · Reranking · Mandarin Chinese17.5#160
FollowIR · Mean over tasks · English0.3#52
FollowIR · Mean over task types · English0.3#52
FollowIR · Instruction Reranking · English0.3#52
MTEB Spanish v1 · STS · multilingual (2 languages)49.1#82
MTEB Spanish v1 · Clustering · Spanish30.9#119
MTEB Spanish v1 · Reranking · Spanish8#139
MTEB Spanish v1 · Classification · Spanish62.7#88
MTEB Thai v1 · Clustering · Thai5.1#114
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)31.3#126
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)31.1#123
MTEB Scandinavian v1 · Classification · multilingual (6 languages)44.7#152
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)8.1#138
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)24.2#150
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)47.5#193
MTEB Russian v1.1 · Mean over tasks · Russian42.2#54
MTEB Russian v1.1 · Mean over task types · Russian39.8#53
MTEB Russian v1.1 · Classification · Russian51.4#87
MTEB Russian v1.1 · Clustering · Russian43.1#88
MTEB Russian v1.1 · Reranking · Russian26.8#99
MTEB Russian v1.1 · Multilabel Classification · Russian27.8#95
MTEB Russian v1.1 · STS · Russian61.2#74
MTEB Russian v1.1 · Retrieval · Russian8.8#68
MTEB Russian v1.1 · Pair Classification · Russian59.1#47
RTEB French beta · Mean over tasks · multilingual (2 languages)0.5#209
RTEB German beta · Mean over tasks · German2.9#216
RTEB Law beta · Mean over tasks · multilingual (4 languages)11.1#213
MTEB multilingual v2 · Clustering · multilingual (208 languages)30#149
MTEB multilingual v2 · STS · multilingual (35 languages)45.2#113
MTEB multilingual v2 · Classification · multilingual (119 languages)43.4#146
MTEB multilingual v2 · Retrieval · multilingual (120 languages)9.2#177
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)13.7#156
MTEB multilingual v2 · Instruction Reranking · English0.3#52
MTEB multilingual v2 · Reranking · multilingual (22 languages)35.1#160

FAQ

How much does Rubert Base Cased Sentence cost?›

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

How good is Rubert Base Cased Sentence, and what is it best at?›

#196 of 200 in Embeddings.

Is Rubert Base Cased Sentence better than Rubert Tiny Turbo?›

On MTEB Portuguese v1 · Reranking · Portuguese, Rubert Base Cased Sentence scores 62.2 vs 66.4 — lower.

When was Rubert Base Cased Sentence released? Is there a newer version?›

Released 2020-03-04. It is the current version in its line.

Is Rubert Base Cased Sentence open source?›

Yes, the weights are open (not specified licence).

Can I run Rubert Base Cased Sentence locally?›

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

What is Rubert Base Cased Sentence?›

Rubert Base Cased Sentence is an open-weights embeddings & retrieval model from DeepPavlov, released Mar 2020.

What are the best alternatives to Rubert Base Cased Sentence?›

EmbeddingGemma 300M (better), E5 Mistral 7B Instruct (open weights).