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Rubert Mini Frida

Mar 2025
sRubert Mini Frida
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price not verifiedprice
60.4MTEB Russian v1.1
Mar 2025released
312Dimensions
2K tokensMax input
en, ruLanguages

Ranking?

Full ranking →
1Giga Embeddings Instruct79.62Giga Embeddings Instruct 3B 082672.33Giga Embeddings Instruct 10B A1.8B 082671.64Qwen 3 Embedding 8B71.35Gte Qwen1.5 7B Instruct69.5
···
38Text Multilingual Embedding 00260.439Rubert Mini Frida60.440NV Embed v260.3

Alternatives?

ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+8%—$0.002Languages: not verified+1aOpenGiga Embeddings Instructunstated+32%——Memory (4-bit): 0 GB → 1.9 GBBetterQwen 3 Embedding 8BunstatedOpen+18%—$0.01Languages: not verified+1iBetterMultilingual E5 Large InstructunstatedOpen+6%—$0.01Max input: 2K tokens → 1K tokens+1BetterQwen 3 Embedding 4BunstatedOpen+10%—$0.02Languages: 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
MTEB Russian v1.1 · Mean over tasks · Russian63.2#20
MTEB Russian v1.1 · Mean over task types · Russian62#17
MTEB Russian v1.1 · Classification · Russian64.3#29
MTEB Russian v1.1 · STS · Russian72.1#33
MTEB Russian v1.1 · Reranking · Russian65.6#29
MTEB Russian v1.1 · Clustering · Russian59.7#26
MTEB Russian v1.1 · Pair Classification · Russian60.4#39
MTEB Russian v1.1 · Retrieval · Russian64.7#28
MTEB Russian v1.1 · Multilabel Classification · Russian47.2#7

FAQ

How much does Rubert Mini Frida cost?›

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

How good is Rubert Mini Frida, and what is it best at?›

#37 of 193 in Embeddings.

Is Rubert Mini Frida better than Text Multilingual Embedding 002?›

On MTEB Russian v1.1 · Pair Classification · Russian, Rubert Mini Frida scores 60.4 vs 60.4 — about the same.

When was Rubert Mini Frida released? Is there a newer version?›

Released 2025-03-02. It is the current version in its line.

Is Rubert Mini Frida open source?›

Yes, the weights are open (MIT licence).

Can I run Rubert Mini Frida locally?›

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

What is Rubert Mini Frida?›

Rubert Mini Frida is an open-weights embeddings & retrieval model from sergeyzh, released Mar 2025.

What are the best alternatives to Rubert Mini Frida?›

EmbeddingGemma 300M (better), Giga Embeddings Instruct (open weights).