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 →
1Jina Reranker v393.72Gemini Embedding 00192.73NV Embed v192.64Nemotron 3 Embed 8B Legal92.65Nemotron 3 Embed 8B BF1692.5
···
158Granite Embedding 30M English75159Jina Embeddings v2 Base En74.9160Venusaur74.6

Strong at

C
Embeddings & Retrieval#169 of 200

Alternatives?

ModelScoreCostPriceWhat changes
iCheaperE5 Mistral 7B InstructunstatedOpen+22%-55%$0.022Memory (4-bit): 0.1 GB → 4.3 GBBetterEmbeddingGemma 300MunstatedOpen+21%-96%$0.002Max input: 8K tokens → 2K tokens+2OpenNV Embed v1unstated+24%——Memory (4-bit): 0.1 GB → 4.7 GBCheaperQwen 3 Embedding 8BunstatedOpen+22%-80%$0.01Languages: not verified+1iCheaperMultilingual E5 Large InstructunstatedOpen+22%-80%$0.01Max input: 8K tokens → 1K tokens+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
LicenceApache-2.0free for commercial use

Benchmarks

in Embeddings & Retrieval
BEIR · Mean over tasks · English45.3#131
BEIR · Mean over task types · English45.3#131
BEIR · Retrieval · English45.3#131
JMTEB v2 · Clustering · Japanese12.7#132
JMTEB v2 · STS · Japanese27.7#157
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#168
MTEB German v1 · Pair Classification · German46.7#176
MTEB Europe v1 · Classification · multilingual (23 languages)35.3#138
MTEB Europe v1 · Instruction Reranking · English-1.6#110
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)0.8#177
MTEB Europe v1 · Pair Classification · multilingual (11 languages)68.5#155
MTEB Europe v1 · Clustering · multilingual (29 languages)12#171
MTEB Europe v1 · Retrieval · multilingual (25 languages)8.6#150
MTEB Europe v1 · Reranking · multilingual (12 languages)35.7#164
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)1.3#180
MTEB French v1 · Classification · French13.7#134
MTEB French v1 · Reranking · French29.4#145
MTEB French v1 · Pair Classification · French50#179
MTEB French v1 · Summarization · French27.7#152
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)28.9#125
MTEB Indic v1 · Mean over task types · multilingual (25 languages)20.9#117
MTEB Indic v1 · Classification · multilingual (8 languages)39#141
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)0.2#163
MTEB Indic v1 · STS · multilingual (13 languages)-2.1#184
MTEB Indic v1 · Reranking · multilingual (2 languages)54.6#117
MTEB Indic v1 · Retrieval · multilingual (14 languages)1.7#154
MTEB Indic v1 · Pair Classification · Hindi50.9#169
MTEB Indic v1 · Clustering · multilingual (21 languages)1.7#190
MTEB Dutch v1 · Reranking · Dutch74.9#159
MTEB Polish v1 · Classification · Polish27.3#145
MTEB Polish v1 · Pair Classification · Polish41#161
MTEB Portuguese v1 · Multilabel Classification · Portuguese17.6#156
MTEB Law v1 · Mean over tasks · multilingual (3 languages)3.2#167
MTEB Law v1 · Mean over task types · multilingual (3 languages)3.2#167
MTEB Law v1 · Retrieval · multilingual (3 languages)3.2#167
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)21.1#124
MTEB Medical v1 · Mean over task types · multilingual (10 languages)15.6#128
MTEB Medical v1 · Retrieval · multilingual (10 languages)23.8#118
MTEB Medical v1 · Clustering · English16#231
MTEB Medical v1 · Reranking · Mandarin Chinese7#203
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#175
MTEB Thai v1 · Pair Classification · Thai50.5#185
MTEB Thai v1 · Clustering · Thai2.3#189
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)14.9#178
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)4.3#212
MTEB Russian v1.1 · Multilabel Classification · Russian23.6#164
MTEB Russian v1.1 · Pair Classification · Russian44.8#192
RTEB Finnish beta · Mean over tasks · English52.4#70
RTEB French beta · Mean over tasks · multilingual (2 languages)0.1#220
RTEB German beta · Mean over tasks · German2.6#219
RTEB Health beta · Mean over tasks · multilingual (4 languages)27.3#82
RTEB Law beta · Mean over tasks · multilingual (4 languages)4.5#217
MTEB multilingual v2 · Clustering · multilingual (208 languages)21.1#164
MTEB multilingual v2 · Classification · multilingual (119 languages)34.2#158
MTEB multilingual v2 · Retrieval · multilingual (120 languages)10.7#174
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)10.4#177
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)0.9#178
MTEB multilingual v2 · Instruction Reranking · English-1.6#110
MTEB multilingual v2 · Reranking · multilingual (22 languages)31.6#173
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)68.2#168

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 Granite Embedding 30M English?›

On MTEB Dutch v1 · Reranking · Dutch, Jina Embeddings v2 Base En scores 74.9 vs 75 — 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?›

E5 Mistral 7B Instruct (cheaper), EmbeddingGemma 300M (better), NV Embed v1 (open weights).