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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 →
1FollowIR 7B12.22Qwen 3 Embedding 4B11.63Llama Embed Nemotron 8B10.84Qwen 3 Embedding 8B10.15Octen Embedding 8B8.9
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46Potion Base 2M0.647Silma Embeddding Matryoshka v0.10.648F2LLM v2 1.7B0.6

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#191
BEIR · Mean over task types · English9#191
BEIR · Retrieval · English9#191
MTEB Persian v2 · Reranking · Persian34.7#94
JMTEB v2 · Clustering · Japanese9.6#160
JMTEB v2 · STS · Japanese23.6#164
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#105
MTEB German v1 · Mean over task types · German25.2#105
MTEB German v1 · Classification · German38.7#160
MTEB German v1 · Pair Classification · German49.1#130
MTEB German v1 · STS · German38#125
MTEB German v1 · Clustering · German10.8#143
MTEB German v1 · Retrieval · German7.5#114
MTEB German v1 · Reranking · German7.3#135
MTEB Europe v1 · Classification · multilingual (23 languages)43#132
MTEB Europe v1 · Instruction Reranking · English0.6#47
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)4#167
MTEB Europe v1 · Pair Classification · multilingual (11 languages)72.8#152
MTEB Europe v1 · Clustering · multilingual (29 languages)20.4#165
MTEB Europe v1 · Retrieval · multilingual (25 languages)17.6#139
MTEB Europe v1 · Reranking · multilingual (12 languages)33.9#166
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)26.1#154
MTEB French v1 · Mean over tasks · multilingual (2 languages)30.1#94
MTEB French v1 · Mean over task types · multilingual (2 languages)34.7#94
MTEB French v1 · STS · French53.6#102
MTEB French v1 · Retrieval · multilingual (2 languages)7.7#126
MTEB French v1 · Classification · French36.8#130
MTEB French v1 · Clustering · French25.2#111
MTEB French v1 · Reranking · French36#132
MTEB French v1 · Pair Classification · French54#163
MTEB French v1 · Summarization · French30.1#86
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)31.3#113
MTEB Indic v1 · Mean over task types · multilingual (25 languages)21.4#112
MTEB Indic v1 · Classification · multilingual (8 languages)42#119
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)6.2#85
MTEB Indic v1 · STS · multilingual (13 languages)4.3#131
MTEB Indic v1 · Reranking · multilingual (2 languages)34.7#174
MTEB Indic v1 · Retrieval · multilingual (14 languages)8.1#135
MTEB Indic v1 · Pair Classification · Hindi50.8#172
MTEB Indic v1 · Clustering · multilingual (21 languages)3.8#131
MTEB Korean v2 · Classification · Korean19.1#148
MTEB Korean v2 · Reranking · Korean7.3#126
MTEB Dutch v1 · Reranking · Dutch62#189
MTEB Polish v1 · Mean over tasks · Polish40.4#96
MTEB Polish v1 · Mean over task types · Polish39.4#96
MTEB Polish v1 · Classification · Polish39.3#124
MTEB Polish v1 · Clustering · Polish20.5#103
MTEB Polish v1 · STS · Polish40.8#125
MTEB Polish v1 · Pair Classification · Polish56.9#150
MTEB Portuguese v1 · Multilabel Classification · Portuguese16.4#176
MTEB Law v1 · Mean over tasks · multilingual (3 languages)19.9#156
MTEB Law v1 · Mean over task types · multilingual (3 languages)19.9#156
MTEB Law v1 · Retrieval · multilingual (3 languages)19.9#156
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)10.3#134
MTEB Medical v1 · Mean over task types · multilingual (10 languages)13.6#134
MTEB Medical v1 · Retrieval · multilingual (10 languages)7.4#136
MTEB Medical v1 · Clustering · English23.7#221
MTEB Medical v1 · Reranking · Mandarin Chinese9.8#189
FollowIR · Mean over tasks · English0.6#47
FollowIR · Mean over task types · English0.6#47
FollowIR · Instruction Reranking · English0.6#47
MTEB Spanish v1 · Clustering · Spanish28.2#123
MTEB Spanish v1 · Pair Classification · Spanish55.3#157
MTEB Spanish v1 · Reranking · Spanish7.9#140
MTEB Spanish v1 · Classification · Spanish52.4#94
MTEB Thai v1 · Pair Classification · Thai51.7#139
MTEB Thai v1 · Clustering · Thai4.2#126
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)31.1#128
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)31.5#122
MTEB Scandinavian v1 · Classification · multilingual (6 languages)44.3#155
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)9.9#134
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)20.4#162
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)51.5#181
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#146
MTEB Russian v1.1 · Clustering · Russian14.9#136
MTEB Russian v1.1 · Reranking · Russian10.1#148
MTEB Russian v1.1 · Multilabel Classification · Russian26.9#104
MTEB Russian v1.1 · STS · Russian15.4#137
MTEB Russian v1.1 · Retrieval · Russian0.5#106
MTEB Russian v1.1 · Pair Classification · Russian51.9#121
RTEB French beta · Mean over tasks · multilingual (2 languages)0.5#210
RTEB German beta · Mean over tasks · German4.4#205
RTEB Law beta · Mean over tasks · multilingual (4 languages)16.1#205
MTEB multilingual v2 · Clustering · multilingual (208 languages)27.3#157
MTEB multilingual v2 · Classification · multilingual (119 languages)41.3#152
MTEB multilingual v2 · Retrieval · multilingual (120 languages)15.8#166
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)13.1#162
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)21.7#144
MTEB multilingual v2 · Instruction Reranking · English0.6#47
MTEB multilingual v2 · Reranking · multilingual (22 languages)30.7#175
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)69.4#165

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 Potion Base 2M?›

On FollowIR · Mean over tasks · English, Silma Embeddding Matryoshka v0.1 scores 0.6 vs 0.6 — 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), Qwen 3 Embedding 4B (open weights).