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Multi Qa Mpnet Base Dot v1

Aug 2021
sMulti Qa Mpnet Base Dot v1
Compare in
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$0.005per 1M tokens
61.2ChemTEB
Aug 2021released
768Dimensions
1K tokensMax input
enLanguages

Ranking?

Full ranking →
1SearchMap Preview61.62Text Embedding 3 Large59.93Cohere Embed English v355.74F2LLM v2 8B54.55Cohere Embed Multilingual v353.1
···
25Bge Base En43.726Multi Qa Mpnet Base Dot v142.127F2LLM v2 330M41.4

Alternatives?

ModelScoreCostPriceWhat changes
sBetterAll Mpnet Base v2unstatedOpen+20%same$0.005Max input: 1K tokens → 0K tokensVOpenSearchMap Previewunstated+46%——Memory (4-bit): 0.1 GB → 0.3 GBsBetterAll MiniLM L12 v2unstatedOpen+18%same$0.005Max input: 1K tokens → 0K tokenssBetterAll MiniLM L6 v2unstatedOpen+15%same$0.005Max input: 1K tokens → 0K tokensBetterBge Base En v1.5unstatedOpen+11%same$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
Licencenot verified

Benchmarks

in Embeddings & Retrieval
ChemTEB · Mean over tasks · multilingual (13 languages)66.8#42
ChemTEB · Mean over task types · multilingual (13 languages)46.9#39
ChemTEB · Classification · English78.6#42
ChemTEB · Retrieval · English61.2#43
ChemTEB · Pair Classification · multilingual (13 languages)52.4#42
ChemTEB · Clustering · English42.1#26
ChemTEB · Bitext Mining · English0.1#45

FAQ

How much does Multi Qa Mpnet Base Dot v1 cost?›

$0.005 per 1M tokens.

Is Multi Qa Mpnet Base Dot v1 free to use?›

There is no free API; the cheapest paid price is $0.005 per 1M input tokens. The weights are open, so you can run it yourself.

How good is Multi Qa Mpnet Base Dot v1, and what is it best at?›

#43 of 48 in Embeddings.

Is Multi Qa Mpnet Base Dot v1 better than Bge Base En?›

On ChemTEB · Clustering · English, Multi Qa Mpnet Base Dot v1 scores 42.1 vs 43.7 — lower.

How can I use Multi Qa Mpnet Base Dot v1?›

Through the sentence-transformers API.

When was Multi Qa Mpnet Base Dot v1 released? Is there a newer version?›

Released 2021-08-23. It is the current version in its line.

Is Multi Qa Mpnet Base Dot v1 open source?›

Yes, the weights are open.

Can I run Multi Qa Mpnet Base Dot v1 locally?›

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

What is Multi Qa Mpnet Base Dot v1?›

Multi Qa Mpnet Base Dot v1 is an open-weights embeddings & retrieval model from sentence-transformers, released Aug 2021.

What are the best alternatives to Multi Qa Mpnet Base Dot v1?›

All Mpnet Base v2 (better), SearchMap Preview (open weights).