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GIST Small Embedding v0

Feb 2024
aGIST Small Embedding v0
Compare in
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price not verifiedprice
52MTEB English v2
Feb 2024released
384Dimensions
1K tokensMax input
enLanguages

Rankingconfiguration unstated?

Full ranking →
1Yuan Embedding 2.0 En70.72Ingot 8B R3703Qwen 3 Embedding 8B69.44Geevec Embeddings 1.068.85Qwen 3 Embedding 4B68.5
···
94Cohere Embed Multilingual Light v3.052.195GIST Small Embedding v05296Deepset Mxbai Embed De Large v152

Strong at

B
Embeddings & Retrieval#89 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+7%—$0.002Languages: not verified+1IOpenYuan Embedding 2.0 Enunstated+36%——Memory (4-bit): 0 GB → 0.4 GBBetterBge Base En v1.5unstatedOpen+5%—$0.005Memory (4-bit): 0 GB → 0.1 GBBetterQwen 3 Embedding 8BunstatedOpen+34%—$0.01Languages: not verified+1BetterQwen 3 Embedding 0.6BunstatedOpen+19%—$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 · English50.4#98
BEIR · Mean over task types · English50.4#98
BEIR · Retrieval · English50.4#98
MTEB Persian v2 · Reranking · Persian31.1#102
JMTEB v2 · Clustering · Japanese18.6#101
JMTEB v2 · STS · Japanese62.8#92
LongEmbed · Mean over tasks · English34.8#102
LongEmbed · Mean over task types · English34.8#102
LongEmbed · Retrieval · English34.8#102
MTEB German v1 · Mean over tasks · German38.7#65
MTEB German v1 · Mean over task types · German37.5#66
MTEB German v1 · Clustering · German24.3#90
MTEB German v1 · Retrieval · German34.1#72
MTEB German v1 · Classification · German46.9#122
MTEB German v1 · STS · German51.4#75
MTEB German v1 · Pair Classification · German49.3#106
MTEB German v1 · Reranking · German19#110
MTEB Europe v1 · Retrieval · multilingual (25 languages)39.4#78
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)33#135
MTEB Europe v1 · Classification · multilingual (23 languages)50.1#89
MTEB Europe v1 · Clustering · multilingual (29 languages)35.6#107
MTEB Europe v1 · Instruction Reranking · English-2.8#154
MTEB Europe v1 · Pair Classification · multilingual (11 languages)82.9#90
MTEB Europe v1 · Reranking · multilingual (12 languages)48.6#123
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)12.6#97
MTEB French v1 · Mean over tasks · multilingual (2 languages)47.2#64
MTEB French v1 · Mean over task types · multilingual (2 languages)49.5#60
MTEB French v1 · STS · French69.1#65
MTEB French v1 · Retrieval · multilingual (2 languages)33.8#86
MTEB French v1 · Reranking · French65.1#86
MTEB French v1 · Clustering · French39.3#69
MTEB French v1 · Classification · French52.1#89
MTEB French v1 · Summarization · French31#35
MTEB French v1 · Pair Classification · French56.2#122
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)31.6#106
MTEB Indic v1 · Mean over task types · multilingual (25 languages)21.4#107
MTEB Indic v1 · Classification · multilingual (8 languages)42.6#101
MTEB Indic v1 · Retrieval · multilingual (14 languages)9.9#124
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)2.4#137
MTEB Indic v1 · Reranking · multilingual (2 languages)41.9#150
MTEB Indic v1 · Pair Classification · Hindi51.9#159
MTEB Indic v1 · STS · multilingual (13 languages)-1.6#178
MTEB Indic v1 · Clustering · multilingual (21 languages)3#161
MTEB Korean v2 · Reranking · Korean7.6#119
MTEB Korean v2 · Classification · Korean22.4#92
MTEB Dutch v1 · Mean over tasks · Dutch38.4#93
MTEB Dutch v1 · Mean over task types · Dutch46.6#90
MTEB Dutch v1 · Classification · Dutch46.3#95
MTEB Dutch v1 · Clustering · Dutch23.1#84
MTEB Dutch v1 · Retrieval · Dutch32.6#91
MTEB Dutch v1 · STS · Dutch59.1#90
MTEB Dutch v1 · Multilabel Classification · Dutch30.5#87
MTEB Dutch v1 · Pair Classification · Dutch58.5#118
MTEB Dutch v1 · Reranking · Dutch76.3#146
MTEB Polish v1 · Pair Classification · Polish64.7#96
MTEB Polish v1 · Classification · Polish40.2#108
MTEB Polish v1 · STS · Polish56.9#68
MTEB Portuguese v1 · Multilabel Classification · Portuguese19.8#85
MTEB Law v1 · Mean over tasks · multilingual (3 languages)39.4#91
MTEB Law v1 · Mean over task types · multilingual (3 languages)39.4#91
MTEB Law v1 · Retrieval · multilingual (3 languages)39.4#91
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)36.7#85
MTEB Medical v1 · Mean over task types · multilingual (10 languages)31.8#82
MTEB Medical v1 · Retrieval · multilingual (10 languages)38.5#85
MTEB Medical v1 · Clustering · English36.9#72
MTEB Medical v1 · Reranking · Mandarin Chinese19.9#139
FollowIR · Mean over tasks · English-2.8#154
FollowIR · Mean over task types · English-2.8#154
FollowIR · Instruction Reranking · English-2.8#154
MTEB Spanish v1 · Pair Classification · Spanish59.4#111
MTEB Spanish v1 · Clustering · Spanish40.8#78
MTEB Spanish v1 · Reranking · Spanish29.8#96
MTEB Thai v1 · Clustering · Thai3.8#140
MTEB Thai v1 · Pair Classification · Thai51.2#158
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)33.1#95
MTEB Scandinavian v1 · Classification · multilingual (6 languages)47.9#114
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)61.7#127
MTEB Russian v1.1 · Mean over tasks · Russian26.3#77
MTEB Russian v1.1 · Mean over task types · Russian26.9#76
MTEB Russian v1.1 · Classification · Russian29.5#114
MTEB Russian v1.1 · STS · Russian41.8#99
MTEB Russian v1.1 · Reranking · Russian21.9#110
MTEB Russian v1.1 · Clustering · Russian16.5#115
MTEB Russian v1.1 · Pair Classification · Russian44.5#194
MTEB Russian v1.1 · Retrieval · Russian7.3#72
MTEB Russian v1.1 · Multilabel Classification · Russian26.7#102
RTEB French beta · Mean over tasks · multilingual (2 languages)14.7#150
RTEB German beta · Mean over tasks · German10.8#175
RTEB Law beta · Mean over tasks · multilingual (4 languages)31.7#132
MTEB multilingual v2 · Classification · multilingual (119 languages)47.6#111
MTEB multilingual v2 · Clustering · multilingual (208 languages)40.5#88
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)71.5#134
MTEB multilingual v2 · Retrieval · multilingual (120 languages)37.2#114
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)23.4#130
MTEB multilingual v2 · Instruction Reranking · English-2.8#154
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)16.8#99
MTEB multilingual v2 · Reranking · multilingual (22 languages)43.3#124

FAQ

How much does GIST Small Embedding v0 cost?›

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

How good is GIST Small Embedding v0, and what is it best at?›

#89 of 200 in Embeddings.

Is GIST Small Embedding v0 better than Cohere Embed Multilingual Light v3.0?›

On MTEB English v2 · Retrieval · English, GIST Small Embedding v0 scores 52 vs 52.1 — about the same.

When was GIST Small Embedding v0 released? Is there a newer version?›

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

Is GIST Small Embedding v0 open source?›

Yes, the weights are open (MIT licence).

Can I run GIST Small Embedding v0 locally?›

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

What is GIST Small Embedding v0?›

GIST Small Embedding v0 is an open-weights embeddings & retrieval model from avsolatorio, released Feb 2024.

What are the best alternatives to GIST Small Embedding v0?›

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