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LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse

Apr 2024
MLLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse
Compare in
on
self-host onlyprice
31MTEB English v2
Apr 2024released
33K tokensMax input
enLanguages

Rankingconfiguration unstated?

Full ranking →
1Cohere Embed Multilingual v3.074.82Bge M374.63Multilingual E5 Large74.34Snowflake Arctic Embed L v2.0745F2LLM v2 8B73.2
···
61Fabert50.662LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse4763Bert Base Parsbert Uncased46.4

Strong at

C
Embeddings & Retrieval#162 of 200

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+52%—$0.002Max input: 33K tokens → 2K tokens+1OpenBge M3unstated+58%—$0.01Max input: 33K tokens → 8K tokens+1iBetterMultilingual E5 LargeunstatedOpen+58%—$0.01Max input: 33K tokens → 1K tokensiBetterMultilingual E5 Large InstructunstatedOpen+54%—$0.01Max input: 33K tokens → 1K tokensBetterText Embedding 3 Smallunstated+23%—$0.02Max input: 33K tokens → 8K tokens+1

Run it yourself

estimate
Fits on✓ 8 GB (phone, laptop) · 8-bit✓ 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 · English38.1#153
BEIR · Mean over task types · English38.1#153
BEIR · Retrieval · English38.1#153
MTEB Persian v2 · Reranking · Persian47#62
JMTEB v2 · Clustering · Japanese23#88
LongEmbed · Mean over tasks · English29.8#127
LongEmbed · Mean over task types · English29.8#127
LongEmbed · Retrieval · English29.8#127
MTEB German v1 · Classification · German63.1#55
MTEB German v1 · Pair Classification · German53.9#40
MTEB German v1 · STS · German45.8#111
MTEB German v1 · Clustering · German24.5#91
MTEB German v1 · Reranking · German24#88
MTEB Europe v1 · Classification · multilingual (23 languages)55.2#46
MTEB Europe v1 · Instruction Reranking · English-1.1#88
MTEB Europe v1 · Pair Classification · multilingual (11 languages)81.7#113
MTEB Europe v1 · Clustering · multilingual (29 languages)32#135
MTEB Europe v1 · Retrieval · multilingual (25 languages)32.3#122
MTEB Europe v1 · Reranking · multilingual (12 languages)40.6#152
MTEB French v1 · Mean over tasks · multilingual (2 languages)43.7#76
MTEB French v1 · Mean over task types · multilingual (2 languages)45.9#76
MTEB French v1 · STS · French56.6#99
MTEB French v1 · Retrieval · multilingual (2 languages)19.5#117
MTEB French v1 · Classification · French62.6#51
MTEB French v1 · Clustering · French35.8#87
MTEB French v1 · Reranking · French51.1#117
MTEB French v1 · Pair Classification · French64.6#35
MTEB French v1 · Summarization · French30.9#39
MTEB Indic v1 · Classification · multilingual (8 languages)52.1#63
MTEB Indic v1 · STS · multilingual (13 languages)8.3#109
MTEB Indic v1 · Reranking · multilingual (2 languages)64.9#99
MTEB Indic v1 · Retrieval · multilingual (14 languages)40.7#71
MTEB Indic v1 · Pair Classification · Hindi53.5#136
MTEB Indic v1 · Clustering · multilingual (21 languages)5.3#109
MTEB Korean v2 · Reranking · Korean28.8#64
MTEB Dutch v1 · Reranking · Dutch75.6#153
MTEB Polish v1 · Classification · Polish54#59
MTEB Polish v1 · STS · Polish49.9#110
MTEB Polish v1 · Pair Classification · Polish65.7#94
MTEB Law v1 · Mean over tasks · multilingual (3 languages)27#148
MTEB Law v1 · Mean over task types · multilingual (3 languages)27#148
MTEB Law v1 · Retrieval · multilingual (3 languages)27#148
MTEB Medical v1 · Mean over tasks · multilingual (10 languages)34.2#92
MTEB Medical v1 · Mean over task types · multilingual (10 languages)37.6#53
MTEB Medical v1 · Retrieval · multilingual (10 languages)33.3#96
MTEB Medical v1 · Clustering · English31.4#182
MTEB Medical v1 · Reranking · Mandarin Chinese48#104
FollowIR · Mean over tasks · English-1.1#88
FollowIR · Mean over task types · English-1.1#88
FollowIR · Instruction Reranking · English-1.1#88
MTEB Spanish v1 · Clustering · Spanish43.6#51
MTEB Spanish v1 · Pair Classification · Spanish59.3#114
MTEB Spanish v1 · Reranking · Spanish27.3#104
MTEB Thai v1 · Pair Classification · Thai54.5#105
MTEB Thai v1 · Clustering · Thai9.3#110
MTEB Scandinavian v1 · Clustering · multilingual (2 languages)35.7#76
MTEB Russian v1.1 · Classification · Russian54#75
MTEB Russian v1.1 · Clustering · Russian37#94
MTEB Russian v1.1 · Reranking · Russian36.3#79
MTEB Russian v1.1 · Multilabel Classification · Russian27.8#93
MTEB Russian v1.1 · STS · Russian48.6#83
MTEB Russian v1.1 · Pair Classification · Russian50.2#135
RTEB French beta · Mean over tasks · multilingual (2 languages)3.5#189
RTEB German beta · Mean over tasks · German14.6#160
RTEB Law beta · Mean over tasks · multilingual (4 languages)24.6#186
MTEB multilingual v2 · Clustering · multilingual (208 languages)38.2#117
MTEB multilingual v2 · Classification · multilingual (119 languages)54.7#65
MTEB multilingual v2 · Retrieval · multilingual (120 languages)30.6#146
MTEB multilingual v2 · Instruction Reranking · English-1.1#88
MTEB multilingual v2 · Reranking · multilingual (22 languages)44.1#120
MTEB multilingual v2 · Pair Classification · multilingual (24 languages)72.4#108

FAQ

How much does LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse cost?›

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

Is LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse free to use?›

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

How good is LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse, and what is it best at?›

#162 of 200 in Embeddings.

Is LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse better than Fabert?›

On MTEB Persian v2 · Reranking · Persian, LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse scores 47 vs 50.6 — lower.

When was LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse released? Is there a newer version?›

Released 2024-04-09. It is the current version in its line.

Is LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse open source?›

Yes, the weights are open (MIT licence).

Can I run LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse locally?›

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

What is LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse?›

LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse is an open-weights embeddings & retrieval model from McGill-NLP, released Apr 2024.

What are the best alternatives to LLM2Vec Mistral 7B Instruct v2 Mntp Unsup Simcse?›

EmbeddingGemma 300M (better), Bge M3 (open weights).