s

Silma Embeddding Matryoshka v0.1

Oct 2024
sSilma Embeddding Matryoshka v0.1
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price not verifiedprice
7.5MTEB English v2
Oct 2024released
768Dimensions
1K tokensMax input

Rankingconfiguration unstated?

Full ranking →
1Yuan Embedding 2.0 En70.72Ingot 8B R3703Qwen 3 Embedding 8B69.44Geevec Embeddings 1.068.85Qwen 3 Embedding 4B68.5
···
200Gemma 2B Embeddings7.9201Silma Embeddding Matryoshka v0.17.5202Distilrubert Small Cased Conversational7.1

Strong at

C
Embeddings & Retrieval#189 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 · English9#189
BEIR · Mean over task types · English9#189
BEIR · Retrieval · English9#189
MTEB Persian v2 · Reranking · Persian34.7#94
JMTEB v2 · Clustering · Japanese9.6#154
JMTEB v2 · STS · Japanese23.6#158
LongEmbed · Mean over tasks · English14.1#158
LongEmbed · Mean over task types · English14.1#158
LongEmbed · Retrieval · English14.1#158
MTEB German v1 · Mean over tasks · German25.7#92
MTEB German v1 · Mean over task types · German25.2#92
MTEB German v1 · Clustering · German10.8#140
MTEB German v1 · Retrieval · German7.5#97
MTEB German v1 · Classification · German38.7#157
MTEB German v1 · STS · German38#116
MTEB German v1 · Pair Classification · German49.1#123
MTEB German v1 · Reranking · German7.3#135
MTEB Europe v1 · Retrieval · multilingual (25 languages)17.6#126
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)26.1#153
MTEB Europe v1 · Classification · multilingual (23 languages)43#129
MTEB Europe v1 · Clustering · multilingual (29 languages)20.4#164
MTEB Europe v1 · Instruction Reranking · English0.6#47
MTEB Europe v1 · Pair Classification · multilingual (11 languages)72.8#137
MTEB Europe v1 · Reranking · multilingual (12 languages)33.9#165
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)4#167
MTEB French v1 · Mean over tasks · multilingual (2 languages)30.1#93
MTEB French v1 · Mean over task types · multilingual (2 languages)34.7#93
MTEB French v1 · STS · French53.6#97
MTEB French v1 · Retrieval · multilingual (2 languages)7.7#121
MTEB French v1 · Reranking · French36#124
MTEB French v1 · Clustering · French25.2#110
MTEB French v1 · Classification · French36.8#127
MTEB French v1 · Summarization · French30.1#82
MTEB French v1 · Pair Classification · French54#163
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)31.3#109
MTEB Indic v1 · Mean over task types · multilingual (25 languages)21.4#108
MTEB Indic v1 · Classification · multilingual (8 languages)42#112
MTEB Indic v1 · Retrieval · multilingual (14 languages)8.1#129
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)6.2#80
MTEB Indic v1 · Reranking · multilingual (2 languages)34.7#173
MTEB Indic v1 · Pair Classification · Hindi50.8#171
MTEB Indic v1 · STS · multilingual (13 languages)4.3#130
MTEB Indic v1 · Clustering · multilingual (21 languages)3.8#130
MTEB Korean v2 · Reranking · Korean7.3#121
MTEB Korean v2 · Classification · Korean19.1#137
MTEB Dutch v1 · Reranking · Dutch62#188
MTEB Polish v1 · Pair Classification · Polish56.9#142
MTEB Polish v1 · Classification · Polish39.3#116
MTEB Polish v1 · STS · Polish40.8#115
MTEB Portuguese v1 · Multilabel Classification · Portuguese16.4#174
MTEB Law v1 · Mean over tasks · multilingual (3 languages)19.9#152
MTEB Law v1 · Mean over task types · multilingual (3 languages)19.9#152
MTEB Law v1 · Retrieval · multilingual (3 languages)19.9#152
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)10.3#131
MTEB Medical v1 · Mean over task types · multilingual (10 languages)13.6#131
MTEB Medical v1 · Retrieval · multilingual (10 languages)7.4#133
MTEB Medical v1 · Clustering · English23.7#221
MTEB Medical v1 · Reranking · Mandarin Chinese9.8#184
FollowIR · Mean over tasks · English0.6#47
FollowIR · Mean over task types · English0.6#47
FollowIR · Instruction Reranking · English0.6#47
MTEB Spanish v1 · Pair Classification · Spanish55.3#157
MTEB Spanish v1 · Clustering · Spanish28.2#123
MTEB Spanish v1 · Reranking · Spanish7.9#140
MTEB Thai v1 · Clustering · Thai4.2#125
MTEB Thai v1 · Pair Classification · Thai51.7#138
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)20.4#155
MTEB Scandinavian v1 · Classification · multilingual (6 languages)44.3#148
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)51.5#180
MTEB Russian v1.1 · Mean over tasks · Russian18.4#103
MTEB Russian v1.1 · Mean over task types · Russian20.3#102
MTEB Russian v1.1 · Classification · Russian22.7#143
MTEB Russian v1.1 · STS · Russian15.4#135
MTEB Russian v1.1 · Reranking · Russian10.1#148
MTEB Russian v1.1 · Clustering · Russian14.9#131
MTEB Russian v1.1 · Pair Classification · Russian51.9#120
MTEB Russian v1.1 · Retrieval · Russian0.5#106
MTEB Russian v1.1 · Multilabel Classification · Russian26.9#99
RTEB French beta · Mean over tasks · multilingual (2 languages)0.5#207
RTEB German beta · Mean over tasks · German4.4#197
RTEB Law beta · Mean over tasks · multilingual (4 languages)16.1#198
MTEB multilingual v2 · Classification · multilingual (119 languages)41.3#151
MTEB multilingual v2 · Clustering · multilingual (208 languages)27.3#156
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)69.4#164
MTEB multilingual v2 · Retrieval · multilingual (120 languages)15.8#164
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)21.7#143
MTEB multilingual v2 · Instruction Reranking · English0.6#47
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)13.1#161
MTEB multilingual v2 · Reranking · multilingual (22 languages)30.7#174

FAQ

How much does Silma Embeddding Matryoshka v0.1 cost?›

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

How good is Silma Embeddding Matryoshka v0.1, and what is it best at?›

#189 of 200 in Embeddings.

Is Silma Embeddding Matryoshka v0.1 better than Gemma 2B Embeddings?›

On MTEB English v2 · Retrieval · English, Silma Embeddding Matryoshka v0.1 scores 7.5 vs 7.9 — about the same.

When was Silma Embeddding Matryoshka v0.1 released? Is there a newer version?›

Released 2024-10-12. It is the current version in its line.

Is Silma Embeddding Matryoshka v0.1 open source?›

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

Can I run Silma Embeddding Matryoshka v0.1 locally?›

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

What is Silma Embeddding Matryoshka v0.1?›

Silma Embeddding Matryoshka v0.1 is an open-weights embeddings & retrieval model from silma-ai, released Oct 2024.

What are the best alternatives to Silma Embeddding Matryoshka v0.1?›

EmbeddingGemma 300M (better), Yuan Embedding 2.0 En (open weights).