‹ PublicAI Index
The LLM benchmark aggregator.
Jul fast
Other
Strongest in Calibration (#127 of 192), weakest in Routing & classification (#159 of 192). Above par in 1 of 3 scopes. Among the models it meets almost everywhere, it finishes behind Chon 1.0 12B and vLLM-SR d3 and ahead of kev 4B and Alibaba GTE Reranker ModernBERT-base.
§ 1 · Profile
What it is good at
Bars run from 50 — the average of the models each source lists — so right of the line is above par. The middle column is the gap to whoever leads that scope.
Decisions42.7−24.2#151/1921/1
Calibration50.9−10.9#127/1921/1
Routing & classification34.5−39.5#159/1921/1
§ 2 · Head to head
What it beats, and what beats it
The same models turn up scope after scope. Counted once: where both were placed, who finished higher. Bars run right for Jul fast, left for the other.
§ 3 · Sources
Where the numbers come from
1 publication, 2 figures. Every one links to the page it was read from.
JevBench · Intelligence 7.5%JevBench · Calibration 78.1%
Badge
[](https://publicai.io/model-index/m/jul-fast)