Ingot 8B R3 measured on 8 of 261 Embeddings benchmarks8
BenchmarkByScoreRank
No benchmark matches
price not verifiedprice
70MTEB English v2
May 2026released
33K tokensMax input
Rankingconfiguration unstated?
Full ranking →···
18Qwen 3 Embedding 8B90.419Ingot 8B R390.420Jasper Token Compression 600M90.4Strong at
Alternatives?
ModelScoreCostPriceWhat changes
VBetterVoyage 3 M Expunstated+6%——Max input: 33K tokens → 32K tokenscOpenF2LLM v2 14Bunstated+1%——cOpenF2LLM 4Bunstated+1%——cOpenF2LLM v2 4Bunstated+1%——aOpenGiga Embeddings Instruct 10B A1.8B 0826unstated+1%——Max input: 33K tokens → 8K tokensModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
VVoyage 3 M Expunstated+6%——Max input: 33K tokens → 32K tokensBenchmarks
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 Qwen 3 Embedding 8B?›
On MTEB English v2 · Classification · English, Ingot 8B R3 scores 90.4 vs 90.4 — 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 v2 14B.
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?›
Voyage 3 M Exp (better), F2LLM v2 14B (open weights).