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GIST All MiniLM L6 v2

Feb 2024
aGIST All MiniLM L6 v2
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price not verifiedprice
47.4MTEB English v2
Feb 2024released
384Dimensions
1K tokensMax input
enLanguages

Rankingconfiguration unstated?

Full ranking →
1Voyage 3 M Exp68.12Conan Embedding v266.43NV Embed v263.24Qwen 3 Embedding 8B62.85Bge En Icl62.2
···
130Jina Embeddings v2 Small En45.1131GIST All MiniLM L6 v245.1132F2LLM v2 80M44.9

Strong at

C
Embeddings & Retrieval#121 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterBge Base En v1.5unstatedOpen+18%—$0.005Memory (4-bit): 0 GB → 0.1 GBOpenNV Embed v2unstated+40%——Memory (4-bit): 0 GB → 4.7 GBtBetterGte BaseunstatedOpen+13%—$0.005Memory (4-bit): 0 GB → 0.1 GBiBetterE5 Base v2unstatedOpen+11%—$0.005Memory (4-bit): 0 GB → 0.1 GBBetterQwen 3 Embedding 8BunstatedOpen+39%—$0.01Languages: not verified+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
LicenceMITfree for commercial use

Benchmarks

in Embeddings & Retrieval
BEIR · Mean over tasks · English45.1#131
BEIR · Mean over task types · English45.1#131
BEIR · Retrieval · English45.1#131
MTEB Persian v2 · Reranking · Persian22.5#126
JMTEB v2 · Clustering · Japanese16.7#110
JMTEB v2 · STS · Japanese64.6#84
LongEmbed · Mean over tasks · English34.4#106
LongEmbed · Mean over task types · English34.4#106
LongEmbed · Retrieval · English34.4#106
MTEB German v1 · Mean over tasks · German38.4#67
MTEB German v1 · Mean over task types · German37.3#67
MTEB German v1 · Clustering · German20#110
MTEB German v1 · Retrieval · German33.5#75
MTEB German v1 · Classification · German48.3#106
MTEB German v1 · STS · German53.5#65
MTEB German v1 · Pair Classification · German48.9#134
MTEB German v1 · Reranking · German19.8#106
MTEB Europe v1 · Retrieval · multilingual (25 languages)37.8#88
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)31.4#142
MTEB Europe v1 · Classification · multilingual (23 languages)49.4#96
MTEB Europe v1 · Clustering · multilingual (29 languages)34.5#117
MTEB Europe v1 · Instruction Reranking · English-1.9#124
MTEB Europe v1 · Pair Classification · multilingual (11 languages)81.5#100
MTEB Europe v1 · Reranking · multilingual (12 languages)48.8#118
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)7.9#142
MTEB French v1 · Mean over tasks · multilingual (2 languages)46.2#68
MTEB French v1 · Mean over task types · multilingual (2 languages)48.5#65
MTEB French v1 · STS · French70.6#58
MTEB French v1 · Retrieval · multilingual (2 languages)33.6#88
MTEB French v1 · Reranking · French64.9#90
MTEB French v1 · Clustering · French36.9#81
MTEB French v1 · Classification · French50.4#100
MTEB French v1 · Summarization · French28.1#140
MTEB French v1 · Pair Classification · French55.1#144
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)32.4#91
MTEB Indic v1 · Mean over task types · multilingual (25 languages)21.6#105
MTEB Indic v1 · Classification · multilingual (8 languages)44#86
MTEB Indic v1 · Retrieval · multilingual (14 languages)9.4#126
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)3.5#111
MTEB Indic v1 · Reranking · multilingual (2 languages)39.7#156
MTEB Indic v1 · Pair Classification · Hindi53#139
MTEB Indic v1 · STS · multilingual (13 languages)-1.9#180
MTEB Indic v1 · Clustering · multilingual (21 languages)3.4#143
MTEB Korean v2 · Reranking · Korean5.2#135
MTEB Korean v2 · Classification · Korean20#125
MTEB Dutch v1 · Mean over tasks · Dutch36.1#102
MTEB Dutch v1 · Mean over task types · Dutch44.9#97
MTEB Dutch v1 · Classification · Dutch44.6#105
MTEB Dutch v1 · Clustering · Dutch18#105
MTEB Dutch v1 · Retrieval · Dutch30.9#96
MTEB Dutch v1 · STS · Dutch59.4#88
MTEB Dutch v1 · Multilabel Classification · Dutch27.4#105
MTEB Dutch v1 · Pair Classification · Dutch57.5#129
MTEB Dutch v1 · Reranking · Dutch76.4#145
MTEB Polish v1 · Pair Classification · Polish62.9#109
MTEB Polish v1 · Classification · Polish39.1#118
MTEB Polish v1 · STS · Polish55#83
MTEB Portuguese v1 · Multilabel Classification · Portuguese22.2#33
MTEB Law v1 · Mean over tasks · multilingual (3 languages)39.2#95
MTEB Law v1 · Mean over task types · multilingual (3 languages)39.2#95
MTEB Law v1 · Retrieval · multilingual (3 languages)39.2#95
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)32.2#95
MTEB Medical v1 · Mean over task types · multilingual (10 languages)29.1#96
MTEB Medical v1 · Retrieval · multilingual (10 languages)32.8#95
MTEB Medical v1 · Clustering · English36.9#76
MTEB Medical v1 · Reranking · Mandarin Chinese17.7#151
FollowIR · Mean over tasks · English-1.9#124
FollowIR · Mean over task types · English-1.9#124
FollowIR · Instruction Reranking · English-1.9#124
MTEB Spanish v1 · Pair Classification · Spanish57#139
MTEB Spanish v1 · Clustering · Spanish37.6#93
MTEB Spanish v1 · Reranking · Spanish24.3#111
MTEB Thai v1 · Clustering · Thai3.7#141
MTEB Thai v1 · Pair Classification · Thai51.3#155
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)27.8#130
MTEB Scandinavian v1 · Classification · multilingual (6 languages)47.6#121
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)62.7#109
MTEB Russian v1.1 · Mean over tasks · Russian23.6#88
MTEB Russian v1.1 · Mean over task types · Russian24#87
MTEB Russian v1.1 · Classification · Russian28.4#126
MTEB Russian v1.1 · STS · Russian37#112
MTEB Russian v1.1 · Reranking · Russian17.5#126
MTEB Russian v1.1 · Clustering · Russian13.1#146
MTEB Russian v1.1 · Pair Classification · Russian44.7#192
MTEB Russian v1.1 · Retrieval · Russian1.7#88
MTEB Russian v1.1 · Multilabel Classification · Russian25.6#134
RTEB French beta · Mean over tasks · multilingual (2 languages)10.1#162
RTEB German beta · Mean over tasks · German14.2#154
RTEB Law beta · Mean over tasks · multilingual (4 languages)32.4#125
MTEB multilingual v2 · Classification · multilingual (119 languages)46.5#125
MTEB multilingual v2 · Clustering · multilingual (208 languages)38.3#112
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)71.3#144
MTEB multilingual v2 · Retrieval · multilingual (120 languages)33.3#134
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)22.7#138
MTEB multilingual v2 · Instruction Reranking · English-1.9#124
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)15.1#136
MTEB multilingual v2 · Reranking · multilingual (22 languages)41.4#132

FAQ

How much does GIST All MiniLM L6 v2 cost?›

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

How good is GIST All MiniLM L6 v2, and what is it best at?›

#121 of 200 in Embeddings.

Is GIST All MiniLM L6 v2 better than Jina Embeddings v2 Small En?›

On BEIR · Mean over task types · English, GIST All MiniLM L6 v2 scores 45.1 vs 45.1 — about the same.

When was GIST All MiniLM L6 v2 released? Is there a newer version?›

Released 2024-02-03. It is the current version in its line.

Is GIST All MiniLM L6 v2 open source?›

Yes, the weights are open (MIT licence).

Can I run GIST All MiniLM L6 v2 locally?›

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

What is GIST All MiniLM L6 v2?›

GIST All MiniLM L6 v2 is an open-weights embeddings & retrieval model from avsolatorio, released Feb 2024.

What are the best alternatives to GIST All MiniLM L6 v2?›

Bge Base En v1.5 (better), NV Embed v2 (open weights).