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Gte Small

Jul 2023
tGte Small
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price not verifiedprice
50.3MTEB English v2
Jul 2023released
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
···
107F2LLM v2 330M49.9108Gte Small49.5109Udever Bloom 7b149.3

Strong at

C
Embeddings & Retrieval#104 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterBge Base En v1.5unstatedOpen+8%—$0.005Memory (4-bit): 0 GB → 0.1 GBOpenNV Embed v2unstated+28%——Memory (4-bit): 0 GB → 4.7 GBBetterQwen 3 Embedding 8BunstatedOpen+27%—$0.01Languages: not verified+1BetterBge En IclunstatedOpen+26%—$0.01Memory (4-bit): 0 GB → 4.3 GBBetterQwen 3 Embedding 0.6BunstatedOpen+12%—$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 · English49.5#108
BEIR · Mean over task types · English49.5#108
BEIR · Retrieval · English49.5#108
MTEB Persian v2 · Reranking · Persian30.4#108
JMTEB v2 · Clustering · Japanese18#112
JMTEB v2 · STS · Japanese63.4#96
LongEmbed · Mean over tasks · English34.5#103
LongEmbed · Mean over task types · English34.5#103
LongEmbed · Retrieval · English34.5#103
MTEB German v1 · Mean over tasks · German40.1#65
MTEB German v1 · Mean over task types · German39.1#65
MTEB German v1 · Classification · German48.3#112
MTEB German v1 · Pair Classification · German49.4#110
MTEB German v1 · STS · German50.2#86
MTEB German v1 · Clustering · German24.1#95
MTEB German v1 · Retrieval · German38#60
MTEB German v1 · Reranking · German24.4#86
MTEB Europe v1 · Classification · multilingual (23 languages)50.1#95
MTEB Europe v1 · Instruction Reranking · English-1.6#107
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)12.2#106
MTEB Europe v1 · Pair Classification · multilingual (11 languages)83.3#96
MTEB Europe v1 · Clustering · multilingual (29 languages)35.6#106
MTEB Europe v1 · Retrieval · multilingual (25 languages)38.8#97
MTEB Europe v1 · Reranking · multilingual (12 languages)51#100
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)33.1#135
MTEB French v1 · Mean over tasks · multilingual (2 languages)49.1#53
MTEB French v1 · Mean over task types · multilingual (2 languages)50.8#51
MTEB French v1 · STS · French70.7#62
MTEB French v1 · Retrieval · multilingual (2 languages)37.4#74
MTEB French v1 · Classification · French52.2#91
MTEB French v1 · Clustering · French42.1#49
MTEB French v1 · Reranking · French67.2#86
MTEB French v1 · Pair Classification · French56.4#121
MTEB French v1 · Summarization · French29.8#96
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)31.5#111
MTEB Indic v1 · Mean over task types · multilingual (25 languages)21.8#107
MTEB Indic v1 · Classification · multilingual (8 languages)42.2#115
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)2.1#150
MTEB Indic v1 · STS · multilingual (13 languages)1.9#155
MTEB Indic v1 · Reranking · multilingual (2 languages)42.7#149
MTEB Indic v1 · Retrieval · multilingual (14 languages)10.4#126
MTEB Indic v1 · Pair Classification · Hindi50.5#177
MTEB Indic v1 · Clustering · multilingual (21 languages)2.7#175
MTEB Korean v2 · Classification · Korean21.7#113
MTEB Korean v2 · Reranking · Korean10.3#109
MTEB Dutch v1 · Reranking · Dutch79#126
MTEB Polish v1 · Mean over tasks · Polish47.6#56
MTEB Polish v1 · Mean over task types · Polish48.4#53
MTEB Polish v1 · Classification · Polish40.8#108
MTEB Polish v1 · Clustering · Polish27.2#70
MTEB Polish v1 · STS · Polish59.5#57
MTEB Polish v1 · Pair Classification · Polish66.1#91
MTEB Portuguese v1 · Multilabel Classification · Portuguese18.6#129
MTEB Law v1 · Mean over tasks · multilingual (3 languages)39.9#89
MTEB Law v1 · Mean over task types · multilingual (3 languages)39.9#89
MTEB Law v1 · Retrieval · multilingual (3 languages)39.9#89
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)38.5#77
MTEB Medical v1 · Mean over task types · multilingual (10 languages)33#77
MTEB Medical v1 · Retrieval · multilingual (10 languages)40.8#81
MTEB Medical v1 · Clustering · English36.4#87
MTEB Medical v1 · Reranking · Mandarin Chinese21.8#133
FollowIR · Mean over tasks · English-1.6#107
FollowIR · Mean over task types · English-1.6#107
FollowIR · Instruction Reranking · English-1.6#107
MTEB Spanish v1 · Clustering · Spanish41#76
MTEB Spanish v1 · Pair Classification · Spanish59#119
MTEB Spanish v1 · Reranking · Spanish35.8#85
MTEB Spanish v1 · Classification · Spanish73.6#64
MTEB Thai v1 · Pair Classification · Thai51.1#160
MTEB Thai v1 · Clustering · Thai3.6#148
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)43.9#80
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)45.8#75
MTEB Scandinavian v1 · Classification · multilingual (6 languages)47.7#124
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)42#84
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)32.1#117
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)61.1#132
MTEB Russian v1.1 · Mean over tasks · Russian26.2#78
MTEB Russian v1.1 · Mean over task types · Russian27#74
MTEB Russian v1.1 · Classification · Russian29.3#120
MTEB Russian v1.1 · Clustering · Russian15.4#130
MTEB Russian v1.1 · Reranking · Russian24.2#104
MTEB Russian v1.1 · Multilabel Classification · Russian26.3#114
MTEB Russian v1.1 · STS · Russian41.1#104
MTEB Russian v1.1 · Retrieval · Russian7.5#71
MTEB Russian v1.1 · Pair Classification · Russian45.2#187
RTEB French beta · Mean over tasks · multilingual (2 languages)18.5#137
RTEB German beta · Mean over tasks · German14.7#159
RTEB Law beta · Mean over tasks · multilingual (4 languages)31#145
MTEB multilingual v2 · Clustering · multilingual (208 languages)40.3#94
MTEB multilingual v2 · Classification · multilingual (119 languages)47.3#116
MTEB multilingual v2 · Retrieval · multilingual (120 languages)36#125
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)16.3#111
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)23.9#126
MTEB multilingual v2 · Instruction Reranking · English-1.6#107
MTEB multilingual v2 · Reranking · multilingual (22 languages)45.8#111
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)71.4#140

FAQ

How much does Gte Small cost?›

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

How good is Gte Small, and what is it best at?›

#104 of 200 in Embeddings.

Is Gte Small better than F2LLM v2 330M?›

On BEIR · Retrieval · English, Gte Small scores 49.5 vs 49.9 — about the same.

When was Gte Small released? Is there a newer version?›

Released 2023-07-27. It is the current version in its line.

Is Gte Small open source?›

Yes, the weights are open (MIT licence).

Can I run Gte Small locally?›

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

What is Gte Small?›

Gte Small is an open-weights embeddings & retrieval model from thenlper, released Jul 2023.

What are the best alternatives to Gte Small?›

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