J

Gemma 2B Embeddings

Jun 2024
JGemma 2B Embeddings
Compare in
on
self-host onlyprice
7.9MTEB English v2
Jun 2024released
2,048Dimensions
8K tokensMax input

Rankingconfiguration unstated?

Full ranking →
1F2LLM v2 14B78.82FlowVec v1783F2LLM v2 8B77.94F2LLM v2 4B76.65F2LLM v2 1.7B74.2
···
53Static Similarity Mrl Multilingual v144.354Gemma 2B Embeddings44.355Embedder 100p43.6

Strong at

C
Embeddings & Retrieval#188 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
Licencenot verified

Benchmarks

in Embeddings & Retrieval
JMTEB v2 · Clustering · Japanese34.7#70
JMTEB v2 · STS · Japanese62.9#91
LongEmbed · Mean over tasks · English8.8#162
LongEmbed · Mean over task types · English8.8#162
LongEmbed · Retrieval · English8.8#162
MTEB German v1 · Classification · German53#76
MTEB German v1 · Pair Classification · German52.5#54
MTEB Europe v1 · Mean over tasks · multilingual (29 languages)32.7#56
MTEB Europe v1 · Mean over task types · multilingual (29 languages)28.4#56
MTEB Europe v1 · Retrieval · multilingual (25 languages)13.1#131
MTEB Europe v1 · STS · multilingual (8 languages)35.2#84
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)6.1#178
MTEB Europe v1 · Classification · multilingual (23 languages)50.3#85
MTEB Europe v1 · Clustering · multilingual (29 languages)32.1#133
MTEB Europe v1 · Instruction Reranking · English0.7#43
MTEB Europe v1 · Pair Classification · multilingual (11 languages)74.8#135
MTEB Europe v1 · Reranking · multilingual (12 languages)29.8#173
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)13.7#76
MTEB French v1 · Reranking · French32.5#134
MTEB French v1 · Classification · French52.8#86
MTEB French v1 · Summarization · French31.3#24
MTEB French v1 · Pair Classification · French59.1#79
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)44.3#54
MTEB Indic v1 · Mean over task types · multilingual (25 languages)31.3#54
MTEB Indic v1 · Classification · multilingual (8 languages)58#48
MTEB Indic v1 · Retrieval · multilingual (14 languages)28.4#71
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)0.9#155
MTEB Indic v1 · Reranking · multilingual (2 languages)60.2#103
MTEB Indic v1 · Pair Classification · Hindi55.1#113
MTEB Indic v1 · STS · multilingual (13 languages)8#110
MTEB Indic v1 · Clustering · multilingual (21 languages)8.3#104
MTEB Dutch v1 · Reranking · Dutch53#198
MTEB Polish v1 · Pair Classification · Polish66.7#80
MTEB Polish v1 · Classification · Polish51.8#56
MTEB Portuguese v1 · Multilabel Classification · Portuguese17.7#150
MTEB Law v1 · Mean over tasks · multilingual (3 languages)23.9#147
MTEB Law v1 · Mean over task types · multilingual (3 languages)23.9#147
MTEB Law v1 · Retrieval · multilingual (3 languages)23.9#147
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)16.2#125
MTEB Medical v1 · Mean over task types · multilingual (10 languages)23.1#112
MTEB Medical v1 · Retrieval · multilingual (10 languages)11.6#127
MTEB Medical v1 · Clustering · English32.5#171
MTEB Medical v1 · Reranking · Mandarin Chinese25.3#113
FollowIR · Mean over tasks · English0.7#43
FollowIR · Mean over task types · English0.7#43
FollowIR · Instruction Reranking · English0.7#43
MTEB Spanish v1 · Pair Classification · Spanish55.7#152
MTEB Thai v1 · Clustering · Thai21.7#105
MTEB Thai v1 · Pair Classification · Thai56.1#103
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)33.8#90
MTEB Scandinavian v1 · Classification · multilingual (6 languages)53.7#67
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)20.2#209
MTEB Russian v1.1 · Classification · Russian53.1#74
MTEB Russian v1.1 · Clustering · Russian39.5#86
MTEB Russian v1.1 · Pair Classification · Russian52.5#112
MTEB Russian v1.1 · Multilabel Classification · Russian25.8#126
RTEB French beta · Mean over tasks · multilingual (2 languages)0.1#215
RTEB German beta · Mean over tasks · German8.4#186
RTEB Law beta · Mean over tasks · multilingual (4 languages)17.4#195
MTEB multilingual v2 · Mean over tasks · multilingual (1037 languages)37.3#83
MTEB multilingual v2 · Mean over task types · multilingual (1037 languages)29.6#83
MTEB multilingual v2 · Classification · multilingual (119 languages)54.6#68
MTEB multilingual v2 · Clustering · multilingual (208 languages)39.2#106
MTEB multilingual v2 · STS · multilingual (35 languages)36.8#111
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)67.8#168
MTEB multilingual v2 · Retrieval · multilingual (120 languages)13#168
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)4.2#176
MTEB multilingual v2 · Instruction Reranking · English0.7#43
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)16.2#112
MTEB multilingual v2 · Reranking · multilingual (22 languages)33.7#165

FAQ

How much does Gemma 2B Embeddings cost?›

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

Is Gemma 2B Embeddings free to use?›

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

How good is Gemma 2B Embeddings, and what is it best at?›

#188 of 200 in Embeddings.

Is Gemma 2B Embeddings better than Static Similarity Mrl Multilingual v1?›

On MTEB Indic v1 · Mean over tasks · multilingual (25 languages), Gemma 2B Embeddings scores 44.3 vs 44.3 — about the same.

When was Gemma 2B Embeddings released? Is there a newer version?›

Released 2024-06-29. It is the current version in its line.

Is Gemma 2B Embeddings open source?›

Yes, the weights are open.

Can I run Gemma 2B Embeddings locally?›

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

What is Gemma 2B Embeddings?›

Gemma 2B Embeddings is an open-weights embeddings & retrieval model from Jaume, released Jun 2024.

What are the best alternatives to Gemma 2B Embeddings?›

Multilingual E5 Large Instruct (better), FlowVec v1 (open weights).