a

Ru En RoSBERTa

Jul 2024
aRu En RoSBERTa
Compare in
on
API price not publicprice
43.1MTEB English v2
Jul 2024released
1,024Dimensions
1K tokensMax input
en, ruLanguages

Rankingconfiguration unstated?

Full ranking →
1Qwen 3 Embedding 8B79.32Qwen 3 Embedding 4B78.53Giga Embeddings Instruct 3B 082676.54Multilingual E5 Large Instruct76.55Giga Embeddings Instruct 10B A1.8B 082676.3
···
17Qwen 3 Embedding 0.6B74.218Ru En RoSBERTa74.119LaBSE Ru Turbo74.1

Strong at

C
Embeddings & Retrieval#136 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterQwen 3 Embedding 8BunstatedOpen+7%—$0.01Languages: not verified+1iBetterMultilingual E5 Large InstructunstatedOpen+3%—$0.01Memory (4-bit): 0.2 GB → 0.3 GBBetterQwen 3 Embedding 4BunstatedOpen+6%—$0.02Languages: not verified+1aBetterGiga Embeddings Instruct 3B 0826unstatedOpen+3%——Memory (4-bit): 0.2 GB → 1.9 GBaBetterGiga Embeddings Instruct 10B A1.8B 0826unstatedOpen+3%——Memory (4-bit): 0.2 GB → 6.3 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
LicenceMITfree for commercial use

Benchmarks

in Embeddings & Retrieval
BEIR · Mean over tasks · English39.3#144
BEIR · Mean over task types · English39.3#144
BEIR · Retrieval · English39.3#144
MTEB Persian v2 · Reranking · Persian19.6#136
JMTEB v2 · Clustering · Japanese10.1#151
JMTEB v2 · STS · Japanese60.5#107
LongEmbed · Mean over tasks · English31.7#117
LongEmbed · Mean over task types · English31.7#117
LongEmbed · Retrieval · English31.7#117
MTEB German v1 · Mean over tasks · German32#84
MTEB German v1 · Mean over task types · German32#84
MTEB German v1 · Clustering · German18.8#113
MTEB German v1 · Retrieval · German23.7#90
MTEB German v1 · Classification · German40#150
MTEB German v1 · STS · German39.6#115
MTEB German v1 · Pair Classification · German49.2#116
MTEB German v1 · Reranking · German20.6#104
MTEB Europe v1 · Mean over tasks · multilingual (29 languages)42#52
MTEB Europe v1 · Mean over task types · multilingual (29 languages)36.3#52
MTEB Europe v1 · Retrieval · multilingual (25 languages)34.5#102
MTEB Europe v1 · STS · multilingual (8 languages)58.7#69
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)25#156
MTEB Europe v1 · Classification · multilingual (23 languages)49.1#97
MTEB Europe v1 · Clustering · multilingual (29 languages)31.6#135
MTEB Europe v1 · Instruction Reranking · English-3.5#186
MTEB Europe v1 · Pair Classification · multilingual (11 languages)78.5#121
MTEB Europe v1 · Reranking · multilingual (12 languages)42.9#144
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)9.8#128
MTEB French v1 · Mean over tasks · multilingual (2 languages)39.1#85
MTEB French v1 · Mean over task types · multilingual (2 languages)42.7#84
MTEB French v1 · STS · French61.6#91
MTEB French v1 · Retrieval · multilingual (2 languages)22.8#107
MTEB French v1 · Reranking · French57.2#105
MTEB French v1 · Clustering · French31.8#99
MTEB French v1 · Classification · French43.2#114
MTEB French v1 · Summarization · French28.2#136
MTEB French v1 · Pair Classification · French54.3#158
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)30.6#116
MTEB Indic v1 · Mean over task types · multilingual (25 languages)19.9#119
MTEB Indic v1 · Classification · multilingual (8 languages)42.4#106
MTEB Indic v1 · Retrieval · multilingual (14 languages)4.7#142
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)2.6#128
MTEB Indic v1 · Reranking · multilingual (2 languages)32.6#185
MTEB Indic v1 · Pair Classification · Hindi50.8#170
MTEB Indic v1 · STS · multilingual (13 languages)3.3#138
MTEB Indic v1 · Clustering · multilingual (21 languages)2.9#166
MTEB Korean v2 · STS · Korean17.3#76
MTEB Korean v2 · Reranking · Korean13#94
MTEB Korean v2 · Classification · Korean20#124
MTEB Dutch v1 · Mean over tasks · Dutch32.4#110
MTEB Dutch v1 · Mean over task types · Dutch41.9#112
MTEB Dutch v1 · Classification · Dutch42.5#113
MTEB Dutch v1 · Clustering · Dutch17.6#107
MTEB Dutch v1 · Retrieval · Dutch22.2#111
MTEB Dutch v1 · STS · Dutch54.4#114
MTEB Dutch v1 · Multilabel Classification · Dutch26.2#110
MTEB Dutch v1 · Pair Classification · Dutch60.6#96
MTEB Dutch v1 · Reranking · Dutch69.6#179
MTEB Polish v1 · Pair Classification · Polish59.4#138
MTEB Polish v1 · Classification · Polish38.8#121
MTEB Polish v1 · STS · Polish49.4#104
MTEB Portuguese v1 · Multilabel Classification · Portuguese17.1#164
MTEB Law v1 · Mean over tasks · multilingual (3 languages)32.6#132
MTEB Law v1 · Mean over task types · multilingual (3 languages)32.6#132
MTEB Law v1 · Retrieval · multilingual (3 languages)32.6#132
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)30.7#100
MTEB Medical v1 · Mean over task types · multilingual (10 languages)25.7#104
MTEB Medical v1 · Retrieval · multilingual (10 languages)32.2#98
MTEB Medical v1 · Clustering · English33.8#146
MTEB Medical v1 · Reranking · Mandarin Chinese11#176
FollowIR · Mean over tasks · English-3.5#186
FollowIR · Mean over task types · English-3.5#186
FollowIR · Instruction Reranking · English-3.5#186
MTEB Spanish v1 · Pair Classification · Spanish54.9#160
MTEB Spanish v1 · STS · multilingual (2 languages)53.8#68
MTEB Spanish v1 · Clustering · Spanish35.8#102
MTEB Spanish v1 · Reranking · Spanish27#106
MTEB Thai v1 · Clustering · Thai4.1#131
MTEB Thai v1 · Pair Classification · Thai52.4#116
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)28.1#127
MTEB Scandinavian v1 · Classification · multilingual (6 languages)46#137
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)55.7#163
MTEB Russian v1.1 · Mean over tasks · Russian61.8#23
MTEB Russian v1.1 · Mean over task types · Russian60.5#21
MTEB Russian v1.1 · Classification · Russian62.6#34
MTEB Russian v1.1 · STS · Russian74.1#18
MTEB Russian v1.1 · Reranking · Russian63.9#36
MTEB Russian v1.1 · Clustering · Russian56.1#35
MTEB Russian v1.1 · Pair Classification · Russian60.8#33
MTEB Russian v1.1 · Retrieval · Russian67.5#22
MTEB Russian v1.1 · Multilabel Classification · Russian38.9#32
RTEB French beta · Mean over tasks · multilingual (2 languages)4.9#180
RTEB German beta · Mean over tasks · German7#191
RTEB Law beta · Mean over tasks · multilingual (4 languages)24.9#176
MTEB multilingual v2 · Mean over tasks · multilingual (1037 languages)41.6#77
MTEB multilingual v2 · Mean over task types · multilingual (1037 languages)35.7#75
MTEB multilingual v2 · Classification · multilingual (119 languages)46.8#122
MTEB multilingual v2 · Clustering · multilingual (208 languages)35.9#128
MTEB multilingual v2 · STS · multilingual (35 languages)53#96
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)71.5#138
MTEB multilingual v2 · Retrieval · multilingual (120 languages)32.7#137
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)22.3#141
MTEB multilingual v2 · Instruction Reranking · English-3.5#186
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)17#95
MTEB multilingual v2 · Reranking · multilingual (22 languages)45.6#112

FAQ

How much does Ru En RoSBERTa cost?›

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

Is Ru En RoSBERTa free to use?›

There is no free API. The weights are open, so you can run it yourself.

How good is Ru En RoSBERTa, and what is it best at?›

#136 of 200 in Embeddings.

Is Ru En RoSBERTa better than Qwen 3 Embedding 0.6B?›

On MTEB Russian v1.1 · STS · Russian, Ru En RoSBERTa scores 74.1 vs 74.2 — about the same.

When was Ru En RoSBERTa released? Is there a newer version?›

Released 2024-07-29. It is the current version in its line.

Is Ru En RoSBERTa open source?›

Yes, the weights are open (MIT licence).

Can I run Ru En RoSBERTa locally?›

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

What is Ru En RoSBERTa?›

Ru En RoSBERTa is an open-weights embeddings & retrieval model from ai-forever, released Jul 2024.

What are the best alternatives to Ru En RoSBERTa?›

Qwen 3 Embedding 8B (better).