t

Gte Large

Jul 2023
tGte Large
Compare in
on
$0.01per 1M tokens
53.3MTEB English v2
Jul 2023released
1,024Dimensions
1K tokensMax input
enLanguages

Rankingconfiguration unstated?

Full ranking →
1Octen Law 8B v176.82Litil Embed 0.6B73.33Dinghy Law 8B v172.64Dinghy Law 4B v171.25Euler Legal Embedding v170.4
···
76E5 Large41.277Gte Large41.278Jina Embedding B En v140.8

Strong at

B
Embeddings & Retrieval#78 of 200

Alternatives?

ModelScoreCostPriceWhat changes
CheaperBge Base En v1.5unstatedOpensame-50%$0.005iBetterMultilingual E5 Large InstructunstatedOpen+33%same$0.01Memory (4-bit): 0.2 GB → 0.3 GBlOpenOcten Law 8B v1+86%——Memory (4-bit): 0.2 GB → 4.5 GBtCheaperGte BaseunstatedOpen-3%-50%$0.005iCheaperE5 Base v2unstatedOpen-4%-50%$0.005

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 · English52.2#74
BEIR · Mean over task types · English52.2#74
BEIR · Retrieval · English52.2#74
MTEB Persian v2 · Reranking · Persian37.1#83
JMTEB v2 · Clustering · Japanese19.8#95
JMTEB v2 · STS · Japanese62.7#93
LongEmbed · Mean over tasks · English38.7#84
LongEmbed · Mean over task types · English38.7#84
LongEmbed · Retrieval · English38.7#84
MTEB German v1 · Mean over tasks · German43.1#41
MTEB German v1 · Mean over task types · German42.3#42
MTEB German v1 · Clustering · German27.8#59
MTEB German v1 · Retrieval · German42#39
MTEB German v1 · Classification · German50.1#91
MTEB German v1 · STS · German54.7#62
MTEB German v1 · Pair Classification · German50#86
MTEB German v1 · Reranking · German29.3#69
MTEB Europe v1 · Retrieval · multilingual (25 languages)42.1#68
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)41.4#109
MTEB Europe v1 · Classification · multilingual (23 languages)51#73
MTEB Europe v1 · Clustering · multilingual (29 languages)37.2#83
MTEB Europe v1 · Instruction Reranking · English-1.3#96
MTEB Europe v1 · Pair Classification · multilingual (11 languages)83.6#76
MTEB Europe v1 · Reranking · multilingual (12 languages)53.2#79
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)13.4#85
MTEB French v1 · Mean over tasks · multilingual (2 languages)51.5#38
MTEB French v1 · Mean over task types · multilingual (2 languages)53.1#36
MTEB French v1 · STS · French75.1#36
MTEB French v1 · Retrieval · multilingual (2 languages)40.7#54
MTEB French v1 · Reranking · French71.5#56
MTEB French v1 · Clustering · French43.1#36
MTEB French v1 · Classification · French54.5#76
MTEB French v1 · Summarization · French29.1#120
MTEB French v1 · Pair Classification · French57.5#101
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)31.3#110
MTEB Indic v1 · Mean over task types · multilingual (25 languages)22.3#99
MTEB Indic v1 · Classification · multilingual (8 languages)41.4#122
MTEB Indic v1 · Retrieval · multilingual (14 languages)12.2#112
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)2.2#141
MTEB Indic v1 · Reranking · multilingual (2 languages)45.8#141
MTEB Indic v1 · Pair Classification · Hindi50.4#178
MTEB Indic v1 · STS · multilingual (13 languages)1.5#156
MTEB Indic v1 · Clustering · multilingual (21 languages)2.6#178
MTEB Korean v2 · Reranking · Korean14.2#82
MTEB Korean v2 · Classification · Korean21.5#109
MTEB Dutch v1 · Reranking · Dutch79.3#123
MTEB Polish v1 · Pair Classification · Polish65.8#84
MTEB Polish v1 · Classification · Polish40.5#103
MTEB Polish v1 · STS · Polish59.5#53
MTEB Portuguese v1 · Multilabel Classification · Portuguese22.1#34
MTEB Law v1 · Mean over tasks · multilingual (3 languages)41.2#77
MTEB Law v1 · Mean over task types · multilingual (3 languages)41.2#77
MTEB Law v1 · Retrieval · multilingual (3 languages)41.2#77
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)42.1#51
MTEB Medical v1 · Mean over task types · multilingual (10 languages)34.6#56
MTEB Medical v1 · Retrieval · multilingual (10 languages)45.7#52
MTEB Medical v1 · Clustering · English36.1#96
MTEB Medical v1 · Reranking · Mandarin Chinese22.2#122
FollowIR · Mean over tasks · English-1.3#96
FollowIR · Mean over task types · English-1.3#96
FollowIR · Instruction Reranking · English-1.3#96
MTEB Spanish v1 · Pair Classification · Spanish59.1#116
MTEB Spanish v1 · Clustering · Spanish42.4#61
MTEB Spanish v1 · Reranking · Spanish43.2#65
MTEB Thai v1 · Clustering · Thai3#184
MTEB Thai v1 · Pair Classification · Thai51.5#143
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)34.4#84
MTEB Scandinavian v1 · Classification · multilingual (6 languages)47.6#122
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)62.2#121
MTEB Russian v1.1 · Classification · Russian33.7#100
MTEB Russian v1.1 · STS · Russian48.8#80
MTEB Russian v1.1 · Reranking · Russian33.8#84
MTEB Russian v1.1 · Clustering · Russian22.3#99
MTEB Russian v1.1 · Pair Classification · Russian48.5#144
MTEB Russian v1.1 · Multilabel Classification · Russian27.2#92
RTEB French beta · Mean over tasks · multilingual (2 languages)27.7#100
RTEB German beta · Mean over tasks · German19.8#125
RTEB Law beta · Mean over tasks · multilingual (4 languages)34.3#107
MTEB multilingual v2 · Classification · multilingual (119 languages)47.6#110
MTEB multilingual v2 · Clustering · multilingual (208 languages)41.4#79
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)71.7#119
MTEB multilingual v2 · Retrieval · multilingual (120 languages)38.2#109
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)26.2#115
MTEB multilingual v2 · Instruction Reranking · English-1.3#96
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)17.9#80
MTEB multilingual v2 · Reranking · multilingual (22 languages)48.9#90

FAQ

How much does Gte Large cost?›

$0.01 per 1M tokens.

Is Gte Large free to use?›

There is no free API; the cheapest paid price is $0.01 per 1M input tokens. The weights are open, so you can run it yourself.

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

#78 of 200 in Embeddings.

Is Gte Large better than E5 Large?›

On MTEB Law v1 · Mean over task types · multilingual (3 languages), Gte Large scores 41.2 vs 41.2 — about the same.

How can I use Gte Large?›

Through the thenlper API.

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

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

Is Gte Large open source?›

Yes, the weights are open (MIT licence).

Can I run Gte Large locally?›

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

What is Gte Large?›

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

What are the best alternatives to Gte Large?›

Bge Base En v1.5 (cheaper), Multilingual E5 Large Instruct (better), Octen Law 8B v1 (open weights).