Jina Embeddings v2 Base En

Sep 2023
Jina Embeddings v2 Base En
Compare in
on
$0.05per 1M tokens
26.7MTEB English v2
Sep 2023released
768Dimensions
8K tokensMax input
enLanguages

Rankingconfiguration unstated?

Full ranking →
1Gte Qwen2 7B Instruct65.32German Semantic STS v263.23Gte Qwen1.5 7B Instruct624F2LLM v2 14B59.85F2LLM v2 8B59.1
···
168Rubert Tiny246.8169Jina Embeddings v2 Base En46.7170Static Similarity Mrl Multilingual v146.6

Strong at

C
Embeddings & Retrieval#169 of 200

Alternatives?

ModelScoreCostPriceWhat changes
CheaperJina Embeddings v5 Text NanounstatedOpen+21%-60%$0.02Languages: not verifiedsBetterText2vec Base ChineseOpen+7%-90%$0.005Max input: 8K tokens → 0K tokensOpenGte Qwen2 7B Instructunstated+40%——Languages: not verified+1iCheaperE5 Mistral 7B InstructunstatedOpen+18%-55%$0.022Memory (4-bit): 0.1 GB → 4.3 GBCheaperText Embedding 3 Smallunstated+17%-60%$0.02Languages: not verified

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 · English45.3#129
BEIR · Mean over task types · English45.3#129
BEIR · Retrieval · English45.3#129
JMTEB v2 · Clustering · Japanese12.7#126
JMTEB v2 · STS · Japanese27.7#151
LongEmbed · Mean over tasks · English1.8#171
LongEmbed · Mean over task types · English1.8#171
LongEmbed · Retrieval · English1.8#171
MTEB German v1 · Classification · German19.3#165
MTEB German v1 · Pair Classification · German46.7#169
MTEB Europe v1 · Retrieval · multilingual (25 languages)8.6#137
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)1.3#179
MTEB Europe v1 · Classification · multilingual (23 languages)35.3#135
MTEB Europe v1 · Clustering · multilingual (29 languages)12#170
MTEB Europe v1 · Instruction Reranking · English-1.6#110
MTEB Europe v1 · Pair Classification · multilingual (11 languages)68.5#140
MTEB Europe v1 · Reranking · multilingual (12 languages)35.7#163
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)0.8#176
MTEB French v1 · Reranking · French29.4#137
MTEB French v1 · Classification · French13.7#131
MTEB French v1 · Summarization · French27.7#144
MTEB French v1 · Pair Classification · French50#179
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)28.9#121
MTEB Indic v1 · Mean over task types · multilingual (25 languages)20.9#113
MTEB Indic v1 · Classification · multilingual (8 languages)39#134
MTEB Indic v1 · Retrieval · multilingual (14 languages)1.7#148
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)0.2#158
MTEB Indic v1 · Reranking · multilingual (2 languages)54.6#116
MTEB Indic v1 · Pair Classification · Hindi50.9#168
MTEB Indic v1 · STS · multilingual (13 languages)-2.1#183
MTEB Indic v1 · Clustering · multilingual (21 languages)1.7#189
MTEB Dutch v1 · Reranking · Dutch74.9#158
MTEB Polish v1 · Pair Classification · Polish41#153
MTEB Polish v1 · Classification · Polish27.3#137
MTEB Portuguese v1 · Multilabel Classification · Portuguese17.6#155
MTEB Law v1 · Mean over tasks · multilingual (3 languages)3.2#163
MTEB Law v1 · Mean over task types · multilingual (3 languages)3.2#163
MTEB Law v1 · Retrieval · multilingual (3 languages)3.2#163
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)21.1#121
MTEB Medical v1 · Mean over task types · multilingual (10 languages)15.6#125
MTEB Medical v1 · Retrieval · multilingual (10 languages)23.8#115
MTEB Medical v1 · Clustering · English16#231
MTEB Medical v1 · Reranking · Mandarin Chinese7#198
FollowIR · Mean over tasks · English-1.6#110
FollowIR · Mean over task types · English-1.6#110
FollowIR · Instruction Reranking · English-1.6#110
MTEB Spanish v1 · Pair Classification · Spanish49.4#174
MTEB Thai v1 · Clustering · Thai2.3#188
MTEB Thai v1 · Pair Classification · Thai50.5#184
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)14.9#171
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)4.3#211
MTEB Russian v1.1 · Pair Classification · Russian44.8#191
MTEB Russian v1.1 · Multilabel Classification · Russian23.6#159
RTEB Finnish beta · Mean over tasks · English52.4#65
RTEB French beta · Mean over tasks · multilingual (2 languages)0.1#217
RTEB German beta · Mean over tasks · German2.6#211
RTEB Health beta · Mean over tasks · multilingual (4 languages)27.3#79
RTEB Law beta · Mean over tasks · multilingual (4 languages)4.5#210
MTEB multilingual v2 · Classification · multilingual (119 languages)34.2#157
MTEB multilingual v2 · Clustering · multilingual (208 languages)21.1#163
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)68.2#167
MTEB multilingual v2 · Retrieval · multilingual (120 languages)10.7#172
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)0.9#177
MTEB multilingual v2 · Instruction Reranking · English-1.6#110
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)10.4#176
MTEB multilingual v2 · Reranking · multilingual (22 languages)31.6#172

FAQ

How much does Jina Embeddings v2 Base En cost?›

$0.05 per 1M tokens.

Is Jina Embeddings v2 Base En free to use?›

There is no free API; it costs $0.05 per 1M tokens. The weights are open, so you can run it yourself.

How good is Jina Embeddings v2 Base En, and what is it best at?›

#169 of 200 in Embeddings.

Is Jina Embeddings v2 Base En better than Rubert Tiny2?›

On MTEB German v1 · Pair Classification · German, Jina Embeddings v2 Base En scores 46.7 vs 46.8 — about the same.

When was Jina Embeddings v2 Base En released? Is there a newer version?›

Released 2023-09-27. It is the current version in its line.

Is Jina Embeddings v2 Base En open source?›

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

Can I run Jina Embeddings v2 Base En locally?›

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

What is Jina Embeddings v2 Base En?›

Jina Embeddings v2 Base En is an open-weights embeddings & retrieval model from Jina AI, released Sep 2023.

What are the best alternatives to Jina Embeddings v2 Base En?›

Jina Embeddings v5 Text Nano (cheaper), Text2vec Base Chinese (better), Gte Qwen2 7B Instruct (open weights).