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Arabic Mpnet Base All Nli Triplet

Jun 2024
OArabic Mpnet Base All Nli Triplet
Compare in
on
self-host onlyprice
7MTEB English v2
Jun 2024released
768Dimensions
1K tokensMax input
arLanguages

Rankingconfiguration unstated?

Full ranking →
1Llama Embed Nemotron 8B50.82F2LLM v2 14B50.63F2LLM v2 8B50.24Octen Embedding 8B49.85SFR Embedding 2 R49.3
···
129Potion Base 2M9.9130Arabic Mpnet Base All Nli Triplet9.7131Deberta v1 Base9.7

Strong at

C
Embeddings & Retrieval#191 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen×3.5—$0.002Languages: not verified+1OpenLlama Embed Nemotron 8B×5.3——Languages: not verified+1BetterBge Base En v1.5unstatedOpen×2.5—$0.005iBetterE5 Base v2unstatedOpen×2.5—$0.005sBetterAll Mpnet Base v2unstatedOpen×2.2—$0.005Max input: 1K tokens → 0K tokens

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 · English10.1#190
BEIR · Mean over task types · English10.1#190
BEIR · Retrieval · English10.1#190
MTEB Persian v2 · Reranking · Persian43.9#69
JMTEB v2 · Clustering · Japanese11.3#144
JMTEB v2 · STS · Japanese57#122
LongEmbed · Mean over tasks · English19.4#153
LongEmbed · Mean over task types · English19.4#153
LongEmbed · Retrieval · English19.4#153
MTEB German v1 · Mean over tasks · German26#104
MTEB German v1 · Mean over task types · German25.8#102
MTEB German v1 · Classification · German41#151
MTEB German v1 · Pair Classification · German49#134
MTEB German v1 · STS · German44.6#113
MTEB German v1 · Clustering · German8.3#158
MTEB German v1 · Retrieval · German5.1#120
MTEB German v1 · Reranking · German6.7#138
MTEB Europe v1 · Mean over tasks · multilingual (29 languages)33.8#64
MTEB Europe v1 · Mean over task types · multilingual (29 languages)29.8#64
MTEB Europe v1 · Classification · multilingual (23 languages)44.9#121
MTEB Europe v1 · Instruction Reranking · English-2.8#157
MTEB Europe v1 · Multilabel Classification · multilingual (23 languages)5#157
MTEB Europe v1 · STS · multilingual (8 languages)54.3#94
MTEB Europe v1 · Pair Classification · multilingual (11 languages)76.5#146
MTEB Europe v1 · Clustering · multilingual (29 languages)20.5#164
MTEB Europe v1 · Retrieval · multilingual (25 languages)14.6#141
MTEB Europe v1 · Reranking · multilingual (12 languages)36.6#163
MTEB Europe v1 · Bitext Mining · multilingual (28 languages)18.3#165
MTEB French v1 · Mean over tasks · multilingual (2 languages)31.1#92
MTEB French v1 · Mean over task types · multilingual (2 languages)36.8#90
MTEB French v1 · STS · French60.4#97
MTEB French v1 · Retrieval · multilingual (2 languages)8.8#123
MTEB French v1 · Classification · French38#126
MTEB French v1 · Clustering · French22.1#118
MTEB French v1 · Reranking · French41.7#128
MTEB French v1 · Pair Classification · French54.8#148
MTEB French v1 · Summarization · French31.8#12
MTEB Indic v1 · Mean over tasks · multilingual (25 languages)34.5#75
MTEB Indic v1 · Mean over task types · multilingual (25 languages)24.8#81
MTEB Indic v1 · Classification · multilingual (8 languages)45.6#78
MTEB Indic v1 · Bitext Mining · multilingual (20 languages)3.1#123
MTEB Indic v1 · STS · multilingual (13 languages)7.1#115
MTEB Indic v1 · Reranking · multilingual (2 languages)48.4#130
MTEB Indic v1 · Retrieval · multilingual (14 languages)11.6#120
MTEB Indic v1 · Pair Classification · Hindi54.3#122
MTEB Indic v1 · Clustering · multilingual (21 languages)3.2#147
MTEB Korean v2 · STS · Korean36#82
MTEB Korean v2 · Classification · Korean21.2#122
MTEB Korean v2 · Reranking · Korean10.2#110
MTEB Dutch v1 · Mean over tasks · Dutch25.4#121
MTEB Dutch v1 · Mean over task types · Dutch37.7#119
MTEB Dutch v1 · Retrieval · Dutch8.5#121
MTEB Dutch v1 · Classification · Dutch39.4#122
MTEB Dutch v1 · Multilabel Classification · Dutch21.2#127
MTEB Dutch v1 · STS · Dutch55.2#110
MTEB Dutch v1 · Clustering · Dutch9.7#130
MTEB Dutch v1 · Reranking · Dutch67.9#183
MTEB Dutch v1 · Pair Classification · Dutch62#89
MTEB Polish v1 · Mean over tasks · Polish42.2#89
MTEB Polish v1 · Mean over task types · Polish41.8#90
MTEB Polish v1 · Classification · Polish38.9#127
MTEB Polish v1 · Clustering · Polish18.9#119
MTEB Polish v1 · STS · Polish48.6#116
MTEB Polish v1 · Pair Classification · Polish60.6#138
MTEB Portuguese v1 · Multilabel Classification · Portuguese17.7#153
MTEB Law v1 · Mean over tasks · multilingual (3 languages)20.1#154
MTEB Law v1 · Mean over task types · multilingual (3 languages)20.1#154
MTEB Law v1 · Retrieval · multilingual (3 languages)20.1#154
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)13.2#129
MTEB Medical v1 · Mean over task types · multilingual (10 languages)15.5#129
MTEB Medical v1 · Retrieval · multilingual (10 languages)11#131
MTEB Medical v1 · Clustering · English24.2#218
MTEB Medical v1 · Reranking · Mandarin Chinese11.3#180
FollowIR · Mean over tasks · English-2.8#157
FollowIR · Mean over task types · English-2.8#157
FollowIR · Instruction Reranking · English-2.8#157
MTEB Spanish v1 · STS · multilingual (2 languages)55.4#74
MTEB Spanish v1 · Clustering · Spanish27.2#127
MTEB Spanish v1 · Pair Classification · Spanish55.1#158
MTEB Spanish v1 · Reranking · Spanish9.4#138
MTEB Spanish v1 · Classification · Spanish50.7#95
MTEB Thai v1 · Pair Classification · Thai50.7#183
MTEB Thai v1 · Clustering · Thai3.5#157
MTEB Scandinavian v1 · Mean over tasks · multilingual (6 languages)32.2#122
MTEB Scandinavian v1 · Mean over task types · multilingual (6 languages)32.8#120
MTEB Scandinavian v1 · Classification · multilingual (6 languages)45.5#148
MTEB Scandinavian v1 · Retrieval · multilingual (3 languages)12.5#132
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)19.3#171
MTEB Scandinavian v1 · Bitext Mining · multilingual (3 languages)54.2#171
MTEB Russian v1.1 · Mean over tasks · Russian25.4#83
MTEB Russian v1.1 · Mean over task types · Russian26.4#79
MTEB Russian v1.1 · Classification · Russian29.7#114
MTEB Russian v1.1 · Clustering · Russian13.2#150
MTEB Russian v1.1 · Reranking · Russian21.3#115
MTEB Russian v1.1 · Multilabel Classification · Russian24.4#156
MTEB Russian v1.1 · STS · Russian43.2#97
MTEB Russian v1.1 · Retrieval · Russian1.6#89
MTEB Russian v1.1 · Pair Classification · Russian51.6#124
RTEB French beta · Mean over tasks · multilingual (2 languages)1.1#206
RTEB German beta · Mean over tasks · German7.9#197
RTEB Law beta · Mean over tasks · multilingual (4 languages)15.5#207
MTEB multilingual v2 · Mean over tasks · multilingual (1037 languages)35.2#92
MTEB multilingual v2 · Mean over task types · multilingual (1037 languages)29.5#92
MTEB multilingual v2 · Clustering · multilingual (208 languages)27.4#155
MTEB multilingual v2 · STS · multilingual (35 languages)49.1#110
MTEB multilingual v2 · Classification · multilingual (119 languages)44.4#140
MTEB multilingual v2 · Retrieval · multilingual (120 languages)13.1#169
MTEB multilingual v2 · Multilabel Classification · multilingual (25 languages)12.3#167
MTEB multilingual v2 · Bitext Mining · multilingual (1026 languages)15.1#163
MTEB multilingual v2 · Instruction Reranking · English-2.8#157
MTEB multilingual v2 · Reranking · multilingual (22 languages)35.8#157
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)70.7#158

FAQ

How much does Arabic Mpnet Base All Nli Triplet cost?›

There is no per-unit API price: self-host only.

Is Arabic Mpnet Base All Nli Triplet free to use?›

There is no free API. The weights are open, so you can run it yourself.

How good is Arabic Mpnet Base All Nli Triplet, and what is it best at?›

#191 of 200 in Embeddings.

Is Arabic Mpnet Base All Nli Triplet better than Potion Base 2M?›

On MTEB Dutch v1 · Clustering · Dutch, Arabic Mpnet Base All Nli Triplet scores 9.7 vs 9.9 — about the same.

When was Arabic Mpnet Base All Nli Triplet released? Is there a newer version?›

Released 2024-06-15. It is the current version in its line.

Is Arabic Mpnet Base All Nli Triplet open source?›

Yes, the weights are open (Apache-2.0 licence).

Can I run Arabic Mpnet Base All Nli Triplet locally?›

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

What is Arabic Mpnet Base All Nli Triplet?›

Arabic Mpnet Base All Nli Triplet is an open-weights embeddings & retrieval model from Omartificial-Intelligence-Space, released Jun 2024.

What are the best alternatives to Arabic Mpnet Base All Nli Triplet?›

EmbeddingGemma 300M (better), Llama Embed Nemotron 8B (open weights).