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 →
1Giga Embeddings Instruct73.12Giga Embeddings Instruct 10B A1.8B 0826733Giga Embeddings Instruct 3B 082672.44Qwen 3 Embedding 8B69.25FRIDA68.9
···
20Bge M36121Ru En RoSBERTa60.522Multilingual E5 Large Instruct60.5

Strong at

C
Embeddings & Retrieval#136 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+4%—$0.002Languages: not verifiedaOpenGiga Embeddings Instructunstated+21%——Memory (4-bit): 0.2 GB → 1.9 GBBetterQwen 3 Embedding 8BunstatedOpen+14%—$0.01Languages: not verified+1BetterQwen 3 Embedding 4BunstatedOpen+11%—$0.02Languages: not verified+1iBetterE5 Mistral 7B InstructunstatedOpen+7%—$0.022Languages: loses ru+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 · English39.3#146
BEIR · Mean over task types · English39.3#146
BEIR · Retrieval · English39.3#146
MTEB Persian v2 · Reranking · Persian19.6#136
JMTEB v2 · Clustering · Japanese10.1#157
JMTEB v2 · STS · Japanese60.5#113
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#94
MTEB German v1 · Mean over task types · German32#93
MTEB German v1 · Classification · German40#153
MTEB German v1 · Pair Classification · German49.2#123
MTEB German v1 · STS · German39.6#124
MTEB German v1 · Clustering · German18.8#116
MTEB German v1 · Retrieval · German23.7#101
MTEB German v1 · Reranking · German20.6#104
MTEB Europe v1 · Mean over tasks · multilingual (29 languages)42#55
MTEB Europe v1 · Mean over task types · multilingual (29 languages)36.3#55
MTEB Europe v1 · Classification · multilingual (23 languages)49.1#100
MTEB Europe v1 · Instruction Reranking · English-3.5#187
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)9.8#128
MTEB Europe v1 · STS · multilingual (8 languages)58.7#86
MTEB Europe v1 · Pair Classification · multilingual (11 languages)78.5#136
MTEB Europe v1 · Clustering · multilingual (29 languages)31.6#136
MTEB Europe v1 · Retrieval · multilingual (25 languages)34.5#115
MTEB Europe v1 · Reranking · multilingual (12 languages)42.9#145
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)25#157
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#96
MTEB French v1 · Retrieval · multilingual (2 languages)22.8#112
MTEB French v1 · Classification · French43.2#117
MTEB French v1 · Clustering · French31.8#100
MTEB French v1 · Reranking · French57.2#113
MTEB French v1 · Pair Classification · French54.3#158
MTEB French v1 · Summarization · French28.2#144
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)30.6#120
MTEB Indic v1 · Mean over task types · multilingual (25 languages)19.9#123
MTEB Indic v1 · Classification · multilingual (8 languages)42.4#113
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)2.6#133
MTEB Indic v1 · STS · multilingual (13 languages)3.3#139
MTEB Indic v1 · Reranking · multilingual (2 languages)32.6#186
MTEB Indic v1 · Retrieval · multilingual (14 languages)4.7#148
MTEB Indic v1 · Pair Classification · Hindi50.8#171
MTEB Indic v1 · Clustering · multilingual (21 languages)2.9#167
MTEB Korean v2 · STS · Korean17.3#94
MTEB Korean v2 · Classification · Korean20#135
MTEB Korean v2 · Reranking · Korean13#98
MTEB Dutch v1 · Mean over tasks · Dutch32.4#110
MTEB Dutch v1 · Mean over task types · Dutch41.9#112
MTEB Dutch v1 · Retrieval · Dutch22.2#111
MTEB Dutch v1 · Classification · Dutch42.5#113
MTEB Dutch v1 · Multilabel Classification · Dutch26.2#111
MTEB Dutch v1 · STS · Dutch54.4#114
MTEB Dutch v1 · Clustering · Dutch17.6#108
MTEB Dutch v1 · Reranking · Dutch69.6#180
MTEB Dutch v1 · Pair Classification · Dutch60.6#97
MTEB Polish v1 · Classification · Polish38.8#129
MTEB Polish v1 · STS · Polish49.4#113
MTEB Polish v1 · Pair Classification · Polish59.4#146
MTEB Portuguese v1 · Multilabel Classification · Portuguese17.1#165
MTEB Law v1 · Mean over tasks · multilingual (3 languages)32.6#136
MTEB Law v1 · Mean over task types · multilingual (3 languages)32.6#136
MTEB Law v1 · Retrieval · multilingual (3 languages)32.6#136
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)30.7#103
MTEB Medical v1 · Mean over task types · multilingual (10 languages)25.7#107
MTEB Medical v1 · Retrieval · multilingual (10 languages)32.2#101
MTEB Medical v1 · Clustering · English33.8#146
MTEB Medical v1 · Reranking · Mandarin Chinese11#181
FollowIR · Mean over tasks · English-3.5#187
FollowIR · Mean over task types · English-3.5#187
FollowIR · Instruction Reranking · English-3.5#187
MTEB Spanish v1 · STS · multilingual (2 languages)53.8#78
MTEB Spanish v1 · Clustering · Spanish35.8#102
MTEB Spanish v1 · Pair Classification · Spanish54.9#160
MTEB Spanish v1 · Reranking · Spanish27#106
MTEB Thai v1 · Pair Classification · Thai52.4#117
MTEB Thai v1 · Clustering · Thai4.1#132
MTEB Scandinavian v1 · Classification · multilingual (6 languages)46#144
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)28.1#134
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)55.7#164
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#36
MTEB Russian v1.1 · Clustering · Russian56.1#40
MTEB Russian v1.1 · Reranking · Russian63.9#36
MTEB Russian v1.1 · Multilabel Classification · Russian38.9#37
MTEB Russian v1.1 · STS · Russian74.1#19
MTEB Russian v1.1 · Retrieval · Russian67.5#22
MTEB Russian v1.1 · Pair Classification · Russian60.8#33
RTEB French beta · Mean over tasks · multilingual (2 languages)4.9#183
RTEB German beta · Mean over tasks · German7#199
RTEB Law beta · Mean over tasks · multilingual (4 languages)24.9#183
MTEB multilingual v2 · Mean over tasks · multilingual (1037 languages)41.6#78
MTEB multilingual v2 · Mean over task types · multilingual (1037 languages)35.7#76
MTEB multilingual v2 · Clustering · multilingual (208 languages)35.9#129
MTEB multilingual v2 · STS · multilingual (35 languages)53#99
MTEB multilingual v2 · Classification · multilingual (119 languages)46.8#123
MTEB multilingual v2 · Retrieval · multilingual (120 languages)32.7#139
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)17#95
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)22.3#142
MTEB multilingual v2 · Instruction Reranking · English-3.5#187
MTEB multilingual v2 · Reranking · multilingual (22 languages)45.6#113
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)71.5#139

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 Bge M3?›

On MTEB Russian v1.1 · Mean over task types · Russian, Ru En RoSBERTa scores 60.5 vs 61 — 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?›

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