self-host onlyprice
74MTEB Korean v2
Sep 2026released
1,024Dimensions
8K tokensMax input
koLanguages
Alternatives?
ModelScoreCostPriceWhat changes
BetterQwen 3 Embedding 8BunstatedOpen+4%—$0.01Languages: not verified+1OpenQwen 3 Embedding 4Bunstated+2%—$0.02Languages: not verified+1OpenQwen 3 Embedding 0.6Bunstated-8%—$0.01Languages: not verified+1cOpenF2LLM v2 8Bunstated-10%——Memory (4-bit): 0.3 GB → 4.5 GBiOpenE5 Mistral 7B Instructunstated-10%—$0.022Memory (4-bit): 0.3 GB → 4.3 GBModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
Qwen 3 Embedding 8BunstatedOpen+4%—$0.01Languages: not verified+1ModelScoreCostPriceWhat changes
Qwen 3 Embedding 8BunstatedOpen+4%—$0.01Languages: not verified+1Qwen 3 Embedding 4BunstatedOpen+2%—$0.02Languages: not verified+1Qwen 3 Embedding 0.6BunstatedOpen-8%—$0.01Languages: not verified+1cF2LLM v2 8BunstatedOpen-10%——Memory (4-bit): 0.3 GB → 4.5 GBiE5 Mistral 7B InstructunstatedOpen-10%—$0.022Memory (4-bit): 0.3 GB → 4.3 GBModelScoreCostPriceWhat changes
NKo Embed v0Open-23%——NJa Embed StsOpenn/a——Max input: 8K tokens → 1K tokensNKo Embed ClsOpenn/a——All NGA-KR models →Run it yourself
estimateFits 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 & RetrievalFAQ
How much does Ko Embed Nli cost?›
There is no per-unit API price: self-host only.
Is Ko Embed Nli free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is Ko Embed Nli, and what is it best at?›
#3 of 40 in Embeddings.
Is Ko Embed Nli better than Qwen 3 Embedding 4B?›
On MTEB Korean v2 · Pair Classification · Korean, Ko Embed Nli scores 74 vs 75.3 — lower.
When was Ko Embed Nli released? Is there a newer version?›
Released 2026-09-10. It is the current version in its line.
Is Ko Embed Nli open source?›
Yes, the weights are open (MIT licence).
Can I run Ko Embed Nli locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is Ko Embed Nli?›
Ko Embed Nli is an open-weights embeddings & retrieval model from NGA-KR, released Sep 2026.
What are the best alternatives to Ko Embed Nli?›
Qwen 3 Embedding 8B (better).