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Deberta v1 Base

Feb 2023
dDeberta v1 Base
Compare in
on
self-host onlyprice
2.1MTEB English v2
Feb 2023released
768Dimensions
1K tokensMax input
en, ruLanguages

Rankingconfiguration unstated?

Full ranking →
1Gemini Embedding 001832Jina Embeddings v5 Omni Small82.53Jina Embeddings v5 Text Small82.54Jina Embeddings v5 Omni Nano81.74Jina Embeddings v5 Text Nano81.7
···
75Sbert Large MT Nlu Ru41.976Deberta v1 Base39.277Rubert Base Cased38.5

Strong at

C
Embeddings & Retrieval#199 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 · English4.6#196
BEIR · Mean over task types · English4.6#196
BEIR · Retrieval · English4.6#196
MTEB Persian v2 · Reranking · Persian19#137
JMTEB v2 · Clustering · Japanese6.1#157
JMTEB v2 · STS · Japanese42.4#145
LongEmbed · Mean over tasks · English4.4#170
LongEmbed · Mean over task types · English4.4#170
LongEmbed · Retrieval · English4.4#170
MTEB German v1 · Mean over tasks · German22.2#99
MTEB German v1 · Mean over task types · German20.8#100
MTEB German v1 · Clustering · German8.5#153
MTEB German v1 · Retrieval · German0.7#110
MTEB German v1 · Classification · German39.2#156
MTEB German v1 · STS · German23.4#127
MTEB German v1 · Pair Classification · German49.6#95
MTEB German v1 · Reranking · German3.5#147
MTEB Europe v1 · Retrieval · multilingual (25 languages)5.9#140
MTEB Europe v1 · STS · multilingual (8 languages)38#82
MTEB Europe v1 · Classification · multilingual (23 languages)43.8#123
MTEB Europe v1 · Clustering · multilingual (29 languages)20.5#162
MTEB Europe v1 · Instruction Reranking · English-2.4#140
MTEB Europe v1 · Reranking · multilingual (12 languages)26.2#181
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)3.7#170
MTEB French v1 · Mean over tasks · multilingual (2 languages)26#101
MTEB French v1 · Mean over task types · multilingual (2 languages)30.6#101
MTEB French v1 · STS · French37.7#106
MTEB French v1 · Retrieval · multilingual (2 languages)2.2#132
MTEB French v1 · Reranking · French30.5#136
MTEB French v1 · Clustering · French22.6#114
MTEB French v1 · Classification · French36.8#126
MTEB French v1 · Summarization · French28.4#130
MTEB French v1 · Pair Classification · French55.5#134
MTEB Indic v1 · Classification · multilingual (8 languages)42.8#99
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)0.7#156
MTEB Indic v1 · Reranking · multilingual (2 languages)32.4#186
MTEB Indic v1 · STS · multilingual (13 languages)1.3#157
MTEB Indic v1 · Clustering · multilingual (21 languages)1.9#187
MTEB Korean v2 · STS · Korean25.8#73
MTEB Korean v2 · Reranking · Korean4.3#144
MTEB Korean v2 · Classification · Korean21.1#114
MTEB Dutch v1 · Mean over tasks · Dutch22.5#126
MTEB Dutch v1 · Mean over task types · Dutch31.6#128
MTEB Dutch v1 · Classification · Dutch39.3#123
MTEB Dutch v1 · Clustering · Dutch9.7#130
MTEB Dutch v1 · Retrieval · Dutch2.9#131
MTEB Dutch v1 · STS · Dutch43.9#132
MTEB Dutch v1 · Multilabel Classification · Dutch21.1#127
MTEB Dutch v1 · Pair Classification · Dutch61.3#94
MTEB Dutch v1 · Reranking · Dutch43.3#204
MTEB Polish v1 · Pair Classification · Polish53#147
MTEB Polish v1 · Classification · Polish38.8#120
MTEB Polish v1 · STS · Polish37.2#119
MTEB Portuguese v1 · Multilabel Classification · Portuguese18.9#116
MTEB Law v1 · Mean over tasks · multilingual (3 languages)9.3#162
MTEB Law v1 · Mean over task types · multilingual (3 languages)9.3#162
MTEB Law v1 · Retrieval · multilingual (3 languages)9.3#162
MTEB Medical v1 · Clustering · English22.6#227
MTEB Medical v1 · Reranking · Mandarin Chinese8.7#193
FollowIR · Mean over tasks · English-2.4#140
FollowIR · Mean over task types · English-2.4#140
FollowIR · Instruction Reranking · English-2.4#140
MTEB Spanish v1 · STS · multilingual (2 languages)39.2#76
MTEB Spanish v1 · Clustering · Spanish27.6#125
MTEB Spanish v1 · Reranking · Spanish4.5#149
MTEB Thai v1 · Clustering · Thai1.9#192
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)18.9#165
MTEB Scandinavian v1 · Classification · multilingual (6 languages)46#139
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)46.5#196
MTEB Russian v1.1 · Mean over tasks · Russian42.6#53
MTEB Russian v1.1 · Mean over task types · Russian38.4#55
MTEB Russian v1.1 · Classification · Russian56.1#63
MTEB Russian v1.1 · STS · Russian53.4#76
MTEB Russian v1.1 · Reranking · Russian23.7#107
MTEB Russian v1.1 · Clustering · Russian42.9#84
MTEB Russian v1.1 · Pair Classification · Russian56.5#72
MTEB Russian v1.1 · Retrieval · Russian7.6#70
MTEB Russian v1.1 · Multilabel Classification · Russian28.9#83
RTEB French beta · Mean over tasks · multilingual (2 languages)0.1#213
RTEB German beta · Mean over tasks · German2.1#212
RTEB Law beta · Mean over tasks · multilingual (4 languages)8.1#209
MTEB multilingual v2 · Classification · multilingual (119 languages)45.4#133
MTEB multilingual v2 · Clustering · multilingual (208 languages)27#158
MTEB multilingual v2 · STS · multilingual (35 languages)35.4#114
MTEB multilingual v2 · Retrieval · multilingual (120 languages)5.5#178
MTEB multilingual v2 · Instruction Reranking · English-2.4#140
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)12.6#165
MTEB multilingual v2 · Reranking · multilingual (22 languages)29.6#176

FAQ

How much does Deberta v1 Base cost?›

There is no per-unit API price: self-host only.

Is Deberta v1 Base free to use?›

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

How good is Deberta v1 Base, and what is it best at?›

#199 of 200 in Embeddings.

Is Deberta v1 Base better than Sbert Large MT Nlu Ru?›

On MTEB Spanish v1 · STS · multilingual (2 languages), Deberta v1 Base scores 39.2 vs 41.9 — lower.

When was Deberta v1 Base released? Is there a newer version?›

Released 2023-02-07. It is the current version in its line.

Is Deberta v1 Base open source?›

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

Can I run Deberta v1 Base locally?›

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

What is Deberta v1 Base?›

Deberta v1 Base is an open-weights embeddings & retrieval model from deepvk, released Feb 2023.

What are the best alternatives to Deberta v1 Base?›

E5 Base v2 (better), Jina Embeddings v5 Text Small (open weights).