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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 →
1Qwen 3 Embedding 8B79.32Qwen 3 Embedding 4B78.53Giga Embeddings Instruct 3B 082676.54Multilingual E5 Large Instruct76.55Giga Embeddings Instruct 10B A1.8B 082676.3
···
34Bekko Embedding v1 A25m72.835Rubert Mini Frida72.136F2LLM v2 0.6B72.1

Alternatives?

ModelScoreCostPriceWhat changes
BetterQwen 3 Embedding 8BunstatedOpen+10%—$0.01Languages: not verified+1iBetterMultilingual E5 Large InstructunstatedOpen+6%—$0.01Max input: 2K tokens → 1K tokens+1BetterQwen 3 Embedding 0.6BunstatedOpen+3%—$0.01Languages: not verified+1BetterQwen 3 Embedding 4BunstatedOpen+9%—$0.02Languages: not verified+1BetterJina Embeddings v3unstatedOpen+5%—$0.05Memory (4-bit): 0 GB → 0.3 GB

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#31
MTEB Russian v1.1 · Clustering · Russian59.7#31
MTEB Russian v1.1 · Reranking · Russian65.6#29
MTEB Russian v1.1 · Multilabel Classification · Russian47.2#7
MTEB Russian v1.1 · STS · Russian72.1#35
MTEB Russian v1.1 · Retrieval · Russian64.7#28
MTEB Russian v1.1 · Pair Classification · Russian60.4#39

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 194 in Embeddings.

Is Rubert Mini Frida better than Bekko Embedding v1 A25m?›

On MTEB Russian v1.1 · STS · Russian, Rubert Mini Frida scores 72.1 vs 72.8 — 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?›

Qwen 3 Embedding 8B (better).