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KoE5

Sep 2024
nKoE5
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price not verifiedprice
40.4MTEB Thai v1
Sep 2024released
1,024Dimensions
1K tokensMax input
en, koLanguages

Ranking?

Full ranking →
1Cohere Embed Multilingual v3.055.62Nemotron 3 Embed 1B BF1655.43Jina Embeddings v5 Text Nano55.14Jina Embeddings v5 Text Small54.95Most Embed De54.7
···
24F2LLM v2 4B51.725KoE551.626F2LLM v2 0.6B51.3

Alternatives?

ModelScoreCostPriceWhat changes
BetterNemotron 3 Embed 1B BF16Open+7%—$0.015Memory (4-bit): 0.3 GB → 0.7 GBBetterJina Embeddings v5 Text NanounstatedOpen+7%—$0.02Languages: not verifiedBetterJina Embeddings v5 Text SmallunstatedOpen+6%—$0.05Languages: not verified+1BetterCohere Embed Multilingual v3.0unstated+8%——Max input: not verifiedmBetterMost Embed DeOpen+6%——Memory (4-bit): 0.3 GB → 0.7 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 German v1 · Reranking · German51.6#25
MTEB French v1 · Pair Classification · French60.8#63
MTEB Indic v1 · Clustering · multilingual (21 languages)34.5#51
MTEB Korean v2 · Mean over tasks · multilingual (2 languages)70.4#12
MTEB Korean v2 · Mean over task types · multilingual (2 languages)68.1#9
MTEB Korean v2 · Retrieval · multilingual (2 languages)73.2#22
MTEB Korean v2 · Clustering · Korean63.5#20
MTEB Korean v2 · STS · Korean83#19
MTEB Korean v2 · Classification · Korean64#11
MTEB Korean v2 · Pair Classification · Korean60.3#23
MTEB Korean v2 · Reranking · Korean64.4#11
MTEB Spanish v1 · Reranking · Spanish61.1#23
MTEB Thai v1 · Clustering · Thai40.4#73

FAQ

How much does KoE5 cost?›

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

How good is KoE5, and what is it best at?›

#69 of 192 in Embeddings.

Is KoE5 better than F2LLM v2 4B?›

On MTEB German v1 · Reranking · German, KoE5 scores 51.6 vs 51.7 — about the same.

When was KoE5 released? Is there a newer version?›

Released 2024-09-24. It is the current version in its line.

Is KoE5 open source?›

Yes, the weights are open (MIT licence).

Can I run KoE5 locally?›

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

What is KoE5?›

KoE5 is an open-weights embeddings & retrieval model from nlpai-lab, released Sep 2024.

What are the best alternatives to KoE5?›

Nemotron 3 Embed 1B BF16 (better).