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Rubert Base Cased Sentence

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

Rankingconfiguration unstated?

Full ranking →
1FollowIR 7B12.22Qwen 3 Embedding 4B11.63Llama Embed Nemotron 8B10.84Qwen 3 Embedding 8B10.15Octen Embedding 8B8.9
···
51SearchMap Preview0.552Rubert Base Cased Sentence0.353Jasper En Vision Language v10.3

Strong at

C
Embeddings & Retrieval#196 of 200

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#194
BEIR · Mean over task types · English5.3#194
BEIR · Retrieval · English5.3#194
MTEB Persian v2 · Reranking · Persian22.3#127
JMTEB v2 · Clustering · Japanese18.7#100
JMTEB v2 · STS · Japanese61.2#105
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#89
MTEB German v1 · Mean over task types · German26.2#88
MTEB German v1 · Clustering · German14.2#128
MTEB German v1 · Retrieval · German5.4#102
MTEB German v1 · Classification · German38.6#159
MTEB German v1 · STS · German40.4#113
MTEB German v1 · Pair Classification · German49.5#102
MTEB German v1 · Reranking · German8.8#134
MTEB Europe v1 · Retrieval · multilingual (25 languages)9.7#134
MTEB Europe v1 · STS · multilingual (8 languages)47.6#77
MTEB Europe v1 · Classification · multilingual (23 languages)42.8#130
MTEB Europe v1 · Clustering · multilingual (29 languages)24.1#156
MTEB Europe v1 · Instruction Reranking · English0.3#52
MTEB Europe v1 · Reranking · multilingual (12 languages)33.6#166
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)8#141
MTEB French v1 · Mean over tasks · multilingual (2 languages)31.7#89
MTEB French v1 · Mean over task types · multilingual (2 languages)35.9#90
MTEB French v1 · STS · French58.6#93
MTEB French v1 · Retrieval · multilingual (2 languages)5.6#126
MTEB French v1 · Reranking · French34.8#129
MTEB French v1 · Clustering · French27.7#106
MTEB French v1 · Classification · French40.2#117
MTEB French v1 · Summarization · French29.2#117
MTEB French v1 · Pair Classification · French55.4#137
MTEB Indic v1 · Classification · multilingual (8 languages)42#113
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)2.3#138
MTEB Indic v1 · Reranking · multilingual (2 languages)35.4#169
MTEB Indic v1 · STS · multilingual (13 languages)3.6#137
MTEB Indic v1 · Clustering · multilingual (21 languages)3.5#138
MTEB Korean v2 · STS · Korean7.5#79
MTEB Korean v2 · Reranking · Korean3.8#149
MTEB Korean v2 · Classification · Korean21.2#112
MTEB Dutch v1 · Mean over tasks · Dutch25.4#120
MTEB Dutch v1 · Mean over task types · Dutch36.3#121
MTEB Dutch v1 · Classification · Dutch40.5#117
MTEB Dutch v1 · Clustering · Dutch13.1#115
MTEB Dutch v1 · Retrieval · Dutch6#125
MTEB Dutch v1 · STS · Dutch50.8#124
MTEB Dutch v1 · Multilabel Classification · Dutch23.2#116
MTEB Dutch v1 · Pair Classification · Dutch63.9#82
MTEB Dutch v1 · Reranking · Dutch56.3#192
MTEB Polish v1 · Pair Classification · Polish66.3#81
MTEB Polish v1 · Classification · Polish40.2#106
MTEB Polish v1 · STS · Polish38.3#117
MTEB Portuguese v1 · Multilabel Classification · Portuguese14.9#186
MTEB Law v1 · Mean over tasks · multilingual (3 languages)15.1#155
MTEB Law v1 · Mean over task types · multilingual (3 languages)15.1#155
MTEB Law v1 · Retrieval · multilingual (3 languages)15.1#155
MTEB Medical v1 · Clustering · English23.1#223
MTEB Medical v1 · Reranking · Mandarin Chinese17.5#155
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#70
MTEB Spanish v1 · Clustering · Spanish30.9#119
MTEB Spanish v1 · Reranking · Spanish8#139
MTEB Thai v1 · Clustering · Thai5.1#113
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)24.2#143
MTEB Scandinavian v1 · Classification · multilingual (6 languages)44.7#145
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)47.5#192
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#84
MTEB Russian v1.1 · STS · Russian61.2#72
MTEB Russian v1.1 · Reranking · Russian26.8#99
MTEB Russian v1.1 · Clustering · Russian43.1#83
MTEB Russian v1.1 · Pair Classification · Russian59.1#47
MTEB Russian v1.1 · Retrieval · Russian8.8#68
MTEB Russian v1.1 · Multilabel Classification · Russian27.8#90
RTEB French beta · Mean over tasks · multilingual (2 languages)0.5#206
RTEB German beta · Mean over tasks · German2.9#208
RTEB Law beta · Mean over tasks · multilingual (4 languages)11.1#206
MTEB multilingual v2 · Classification · multilingual (119 languages)43.4#145
MTEB multilingual v2 · Clustering · multilingual (208 languages)30#148
MTEB multilingual v2 · STS · multilingual (35 languages)45.2#105
MTEB multilingual v2 · Retrieval · multilingual (120 languages)9.2#175
MTEB multilingual v2 · Instruction Reranking · English0.3#52
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)13.7#155
MTEB multilingual v2 · Reranking · multilingual (22 languages)35.1#159

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 SearchMap Preview?›

On MTEB Europe v1 · Instruction Reranking · English, Rubert Base Cased Sentence scores 0.3 vs 0.5 — about the same.

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), Qwen 3 Embedding 4B (open weights).