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USER Base

Jul 2024
dUSER Base
Compare in
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price not verifiedprice
24.3MTEB English v2
Jul 2024released
768Dimensions
1K tokensMax input
ruLanguages

Rankingconfiguration unstated?

Full ranking →
1Qwen 3 Embedding 8B50.52F2LLM v2 14B503F2LLM v2 8B49.84Jina Embeddings v5 Omni Small49.65Jina Embeddings v5 Text Small49.5
···
40Multilingual E5 Small36.241USER Base35.642Granite Embedding 107M Multilingual35.1

Strong at

C
Embeddings & Retrieval#177 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
LicenceApache-2.0free for commercial use

Benchmarks

in Embeddings & Retrieval
BEIR · Mean over tasks · English23.2#180
BEIR · Mean over task types · English23.2#180
BEIR · Retrieval · English23.2#180
MTEB Persian v2 · Reranking · Persian21.7#134
JMTEB v2 · STS · Japanese46#146
LongEmbed · Mean over tasks · English23.5#144
LongEmbed · Mean over task types · English23.5#144
LongEmbed · Retrieval · English23.5#144
MTEB German v1 · Mean over tasks · German31.3#96
MTEB German v1 · Mean over task types · German30.7#96
MTEB German v1 · Classification · German42.1#147
MTEB German v1 · Pair Classification · German49.1#125
MTEB German v1 · STS · German41.4#118
MTEB German v1 · Clustering · German16.1#124
MTEB German v1 · Retrieval · German20.7#107
MTEB German v1 · Reranking · German14.6#125
MTEB Europe v1 · Classification · multilingual (23 languages)47.5#112
MTEB Europe v1 · Instruction Reranking · English-2#128
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)8.2#140
MTEB Europe v1 · STS · multilingual (8 languages)59.5#85
MTEB Europe v1 · Reranking · multilingual (12 languages)38.6#156
MTEB French v1 · Mean over tasks · multilingual (2 languages)37.3#87
MTEB French v1 · Mean over task types · multilingual (2 languages)41.2#86
MTEB French v1 · STS · French63.1#93
MTEB French v1 · Retrieval · multilingual (2 languages)16.8#120
MTEB French v1 · Classification · French44.6#115
MTEB French v1 · Clustering · French30.4#104
MTEB French v1 · Reranking · French45.4#125
MTEB French v1 · Pair Classification · French57.2#107
MTEB French v1 · Summarization · French31#37
MTEB Indic v1 · Classification · multilingual (8 languages)40.7#137
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)4.2#106
MTEB Indic v1 · STS · multilingual (13 languages)-0.9#172
MTEB Indic v1 · Reranking · multilingual (2 languages)35.3#172
MTEB Korean v2 · STS · Korean15#95
MTEB Korean v2 · Classification · Korean19.7#141
MTEB Korean v2 · Reranking · Korean5.3#139
MTEB Dutch v1 · Reranking · Dutch68.4#182
MTEB Polish v1 · Classification · Polish42#94
MTEB Polish v1 · STS · Polish51#103
MTEB Polish v1 · Pair Classification · Polish67.6#84
MTEB Portuguese v1 · Multilabel Classification · Portuguese20.1#77
MTEB Law v1 · Mean over tasks · multilingual (3 languages)26.2#150
MTEB Law v1 · Mean over task types · multilingual (3 languages)26.2#150
MTEB Law v1 · Retrieval · multilingual (3 languages)26.2#150
MTEB Medical v1 · Clustering · English26.7#210
MTEB Medical v1 · Reranking · Mandarin Chinese9.7#191
FollowIR · Mean over tasks · English-2#128
FollowIR · Mean over task types · English-2#128
FollowIR · Instruction Reranking · English-2#128
MTEB Spanish v1 · STS · multilingual (2 languages)59.9#65
MTEB Spanish v1 · Clustering · Spanish33.7#113
MTEB Spanish v1 · Reranking · Spanish20.5#121
MTEB Scandinavian v1 · Classification · multilingual (6 languages)46#145
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)25.3#146
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)61.2#131
MTEB Russian v1.1 · Mean over tasks · Russian58.3#33
MTEB Russian v1.1 · Mean over task types · Russian56.9#34
MTEB Russian v1.1 · Classification · Russian59.9#47
MTEB Russian v1.1 · Clustering · Russian53.3#55
MTEB Russian v1.1 · Reranking · Russian55.6#56
MTEB Russian v1.1 · Multilabel Classification · Russian37.7#40
MTEB Russian v1.1 · STS · Russian74.3#15
MTEB Russian v1.1 · Retrieval · Russian57.8#37
MTEB Russian v1.1 · Pair Classification · Russian59.8#42
RTEB French beta · Mean over tasks · multilingual (2 languages)2.9#192
RTEB German beta · Mean over tasks · German3.6#211
RTEB Law beta · Mean over tasks · multilingual (4 languages)19.6#199
MTEB multilingual v2 · STS · multilingual (35 languages)51.2#107
MTEB multilingual v2 · Classification · multilingual (119 languages)45.7#131
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)17.5#86
MTEB multilingual v2 · Instruction Reranking · English-2#128
MTEB multilingual v2 · Reranking · multilingual (22 languages)41#134
MTEB Dutch v1 · Mean over tasks · Dutch51.1#51
MTEB Dutch v1 · Mean over task types · Dutch57.3#55
MTEB Dutch v1 · Retrieval · Dutch54.9#48
MTEB Dutch v1 · Classification · Dutch57.9#54
MTEB Dutch v1 · Multilabel Classification · Dutch34.3#53
MTEB Dutch v1 · STS · Dutch74.3#54
MTEB Dutch v1 · Clustering · Dutch27.8#61
MTEB Dutch v1 · Pair Classification · Dutch65.3#70
MTEB Polish v1 · Mean over tasks · Polish62.5#23
MTEB Polish v1 · Mean over task types · Polish61.3#25
MTEB Polish v1 · Clustering · Polish35.6#41
MTEB Spanish v1 · Classification · Spanish91.5#13
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)55.4#40
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)55.9#40
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)58.2#48

FAQ

How much does USER Base cost?›

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

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

#177 of 200 in Embeddings.

Is USER Base better than Multilingual E5 Small?›

On MTEB Polish v1 · Clustering · Polish, USER Base scores 35.6 vs 36.2 — about the same.

When was USER Base released? Is there a newer version?›

Released 2024-07-05. It is the current version in its line.

Is USER Base open source?›

Yes, the weights are open (Apache-2.0 licence).

Can I run USER Base locally?›

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

What is USER Base?›

USER Base is an open-weights embeddings & retrieval model from deepvk, released Jul 2024.

What are the best alternatives to USER Base?›

Qwen 3 Embedding 8B (better).