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Rubert Base Cased

Mar 2020
DRubert Base Cased
Compare in
on
price not verifiedprice
2.4MTEB English v2
Mar 2020released
768Dimensions
1K tokensMax input
ruLanguages

Rankingconfiguration unstated?

Full ranking →
1Giga Embeddings Instruct73.12Giga Embeddings Instruct 10B A1.8B 0826733Giga Embeddings Instruct 3B 082672.44Qwen 3 Embedding 8B69.25FRIDA68.9
···
56Distilrubert Small Cased Conversational38.257Rubert Base Cased34.258E5 Large v234.1

Strong at

C
Embeddings & Retrieval#198 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 · English4.6#197
BEIR · Mean over task types · English4.6#197
BEIR · Retrieval · English4.6#197
MTEB Persian v2 · Reranking · Persian18.8#139
JMTEB v2 · STS · Japanese43.2#150
LongEmbed · Mean over tasks · English8.1#164
LongEmbed · Mean over task types · English8.1#164
LongEmbed · Retrieval · English8.1#164
MTEB German v1 · Mean over tasks · German24.9#107
MTEB German v1 · Mean over task types · German23.8#108
MTEB German v1 · Classification · German41.9#149
MTEB German v1 · Pair Classification · German49#133
MTEB German v1 · STS · German32.3#133
MTEB German v1 · Clustering · German11.7#142
MTEB German v1 · Retrieval · German1.5#125
MTEB German v1 · Reranking · German6.2#140
MTEB Europe v1 · Classification · multilingual (23 languages)44.2#124
MTEB Europe v1 · Instruction Reranking · English0.8#41
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)5.2#156
MTEB Europe v1 · STS · multilingual (8 languages)34.1#107
MTEB Europe v1 · Reranking · multilingual (12 languages)28.1#177
MTEB French v1 · Mean over tasks · multilingual (2 languages)29#98
MTEB French v1 · Mean over task types · multilingual (2 languages)32.6#99
MTEB French v1 · STS · French45.8#110
MTEB French v1 · Retrieval · multilingual (2 languages)2.5#137
MTEB French v1 · Classification · French41#119
MTEB French v1 · Clustering · French26.4#109
MTEB French v1 · Reranking · French32.2#143
MTEB French v1 · Pair Classification · French51.7#175
MTEB French v1 · Summarization · French28.4#138
MTEB Indic v1 · Classification · multilingual (8 languages)42#118
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)2.2#145
MTEB Indic v1 · STS · multilingual (13 languages)-1.6#177
MTEB Indic v1 · Reranking · multilingual (2 languages)34.1#176
MTEB Korean v2 · STS · Korean7.8#96
MTEB Korean v2 · Classification · Korean21.1#126
MTEB Korean v2 · Reranking · Korean5.9#134
MTEB Dutch v1 · Reranking · Dutch46#203
MTEB Polish v1 · Mean over tasks · Polish39.4#98
MTEB Polish v1 · Mean over task types · Polish37.6#99
MTEB Polish v1 · Classification · Polish40.8#105
MTEB Polish v1 · Clustering · Polish20.9#98
MTEB Polish v1 · STS · Polish33.8#132
MTEB Polish v1 · Pair Classification · Polish54.9#152
MTEB Portuguese v1 · Multilabel Classification · Portuguese17.2#161
MTEB Law v1 · Mean over tasks · multilingual (3 languages)11.7#163
MTEB Law v1 · Mean over task types · multilingual (3 languages)11.7#163
MTEB Law v1 · Retrieval · multilingual (3 languages)11.7#163
MTEB Medical v1 · Clustering · English23.7#220
MTEB Medical v1 · Reranking · Mandarin Chinese12.5#176
FollowIR · Mean over tasks · English0.8#41
FollowIR · Mean over task types · English0.8#41
FollowIR · Instruction Reranking · English0.8#41
MTEB Spanish v1 · STS · multilingual (2 languages)38.5#89
MTEB Spanish v1 · Clustering · Spanish34.3#109
MTEB Spanish v1 · Reranking · Spanish5.2#147
MTEB Spanish v1 · Classification · Spanish60#90
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)29.7#131
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)27.9#134
MTEB Scandinavian v1 · Classification · multilingual (6 languages)45.5#147
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)5.1#142
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)20.7#159
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)40.3#204
MTEB Russian v1.1 · Mean over tasks · Russian37.7#57
MTEB Russian v1.1 · Mean over task types · Russian34.2#57
MTEB Russian v1.1 · Classification · Russian51.7#84
MTEB Russian v1.1 · Clustering · Russian27.9#97
MTEB Russian v1.1 · Reranking · Russian27.5#96
MTEB Russian v1.1 · Multilabel Classification · Russian26.2#116
MTEB Russian v1.1 · STS · Russian46.2#88
MTEB Russian v1.1 · Retrieval · Russian6.6#75
MTEB Russian v1.1 · Pair Classification · Russian53.2#106
RTEB French beta · Mean over tasks · multilingual (2 languages)0.1#219
RTEB German beta · Mean over tasks · German3.6#209
RTEB Law beta · Mean over tasks · multilingual (4 languages)10.5#214
MTEB multilingual v2 · STS · multilingual (35 languages)31.4#123
MTEB multilingual v2 · Classification · multilingual (119 languages)44.9#138
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)12.8#164
MTEB multilingual v2 · Instruction Reranking · English0.8#41
MTEB multilingual v2 · Reranking · multilingual (22 languages)32.4#169

FAQ

How much does Rubert Base Cased cost?›

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

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

#198 of 200 in Embeddings.

Is Rubert Base Cased better than Distilrubert Small Cased Conversational?›

On MTEB Russian v1.1 · Mean over task types · Russian, Rubert Base Cased scores 34.2 vs 38.2 — lower.

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

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

Is Rubert Base Cased open source?›

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

Can I run Rubert Base Cased locally?›

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

What is Rubert Base Cased?›

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

What are the best alternatives to Rubert Base Cased?›

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