Ingot 8B R3 measured on 8 of 194 Embeddings benchmarks8
BenchmarkByScoreRank
No benchmark matches
price not verifiedprice
70MTEB English v2
May 2026released
33K tokensMax input
enLanguages
Rankingconfiguration unstated?
Full ranking →···
26Gemini Embedding 00146.127Ingot 8B R345.228Qwen 3 Embedding 8B45.1Strong at
Alternatives?
ModelScoreCostPriceWhat changes
cBetterF2LLM 4BunstatedOpen+57%——cBetterF2LLM 1.7BunstatedOpen+33%——cBetterF2LLM v2 14BunstatedOpen+27%——cBetterF2LLM v2 8BunstatedOpen+24%——cBetterF2LLM v2 4BunstatedOpen+23%——ModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
cF2LLM 4BunstatedOpen+57%——cF2LLM 1.7BunstatedOpen+33%——cF2LLM v2 14BunstatedOpen+27%——cF2LLM v2 8BunstatedOpen+24%——cF2LLM v2 4BunstatedOpen+23%——Benchmarks
in Embeddings & RetrievalFAQ
How much does Ingot 8B R3 cost?›
There is no per-unit API price: price not verified.
How good is Ingot 8B R3, and what is it best at?›
#2 of 200 in Embeddings. Strongest at: Embeddings & Retrieval.
Is Ingot 8B R3 better than Gemini Embedding 001?›
On MTEB Medical v1 · Clustering · English, Ingot 8B R3 scores 45.2 vs 46.1 — about the same.
When was Ingot 8B R3 released? Is there a newer version?›
Released 2026-05-23. It is the current version in its line.
Is Ingot 8B R3 open source?›
No, Ingot 8B R3 is a closed model available through an API. The closest open-weights option here is F2LLM 4B.
What is Ingot 8B R3?›
Ingot 8B R3 is a closed embeddings & retrieval model from jcorners, released May 2026.
What are the best alternatives to Ingot 8B R3?›
F2LLM 4B (better).