LateOn Code Pretrain measured on 6 of 261 Embeddings benchmarks6
BenchmarkByScoreRank
No benchmark matches
self-host onlyprice
60.5CoIR
Feb 2026released
2K tokensMax input
enLanguages
Alternatives?
ModelScoreCostPriceWhat changes
BetterEmbeddingGemma 300MunstatedOpen+8%—$0.002Languages: not verified+1cOpenC2LLM 7B+27%——Memory (4-bit): 0.1 GB → 4.6 GB
Betterpplx Embed v1 0.6BOpen+19%—$0.004Languages: not verified+1
BetterQwen 3 Embedding 8BunstatedOpen+27%—$0.01Languages: not verified+1BetterQwen 3 Embedding 0.6BunstatedOpen+18%—$0.01Languages: not verified+1ModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
EmbeddingGemma 300MunstatedOpen+8%—$0.002Languages: not verified+1pplx Embed v1 0.6BOpen+19%—$0.004Languages: not verified+1Qwen 3 Embedding 8BunstatedOpen+27%—$0.01Languages: not verified+1Qwen 3 Embedding 0.6BunstatedOpen+18%—$0.01Languages: not verified+1Qwen 3 Embedding 4BunstatedOpen+26%—$0.02Languages: not verified+1ModelScoreCostPriceWhat changes
cC2LLM 7BOpen+27%——Memory (4-bit): 0.1 GB → 4.6 GBQwen 3 Embedding 8BunstatedOpen+27%—$0.01Languages: not verified+1cF2LLM v2 8BunstatedOpen+26%——Memory (4-bit): 0.1 GB → 4.5 GBcF2LLM v2 4BunstatedOpen+26%——Memory (4-bit): 0.1 GB → 2.4 GBQwen 3 Embedding 4BunstatedOpen+26%—$0.02Languages: not verified+1ModelScoreCostPriceWhat changes
lLateOn CodeOpen+16%——lmLateOnOpen+15%——Memory (4-bit): 0.1 GB → 0.2 GBlmDenseOnOpen+12%——Memory (4-bit): 0.1 GB → 0.2 GBlLateOn Code EdgeOpen+4%——lLateOn Code Edge PretrainOpen-10%——lDenseOnOpenn/a——Max input: 2K tokens → 1K tokenslDenseOn UnsupervisedOpenn/a——Max input: 2K tokens → 1K tokenslLateOnOpenn/a——Max input: 2K tokens → 0K tokensAll lightonai 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
LicenceApache-2.0free for commercial use
Benchmarks
in Embeddings & RetrievalFAQ
How much does LateOn Code Pretrain cost?›
There is no per-unit API price: self-host only.
Is LateOn Code Pretrain free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is LateOn Code Pretrain, and what is it best at?›
#39 of 58 in Embeddings.
Is LateOn Code Pretrain better than Granite Embedding 311M Multilingual R2?›
On MTEB Code v1 · Mean over tasks · multilingual (15 languages), LateOn Code Pretrain scores 63.8 vs 63.8 — about the same.
When was LateOn Code Pretrain released? Is there a newer version?›
Released 2026-02-12. It is the current version in its line.
Is LateOn Code Pretrain open source?›
Yes, the weights are open (Apache-2.0 licence).
Can I run LateOn Code Pretrain locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is LateOn Code Pretrain?›
LateOn Code Pretrain is an open-weights embeddings & retrieval model from lightonai, released Feb 2026.
What are the best alternatives to LateOn Code Pretrain?›
EmbeddingGemma 300M (better), C2LLM 7B (open weights).