System One Bench

Head to head

Naluri-308M vs Tev1 4B Experimental

Naluri-308M scores 61.0 and Tev1 4B Experimental 71.5 on the System One Index. Naluri-308M is more accurate on 3 of 16 text datasets, Tev1 4B Experimental on 13. Same cases, same request, same scorer.

Overall

Naluri-308MTev1 4B Experimental
System One Index61.071.5
English59.366.4
Arabic61.975.8
Vision Index––
Calibration error5.7%5.3%
Median latency–232 ms
Cost per 1,000 calls–$0.019

Text datasets, accuracy

Naluri-308MTev1 4B Experimental
AG News English79.591.5
SST-2 English68.594.0
SST-5 English28.043.0
DAIR Emotion English84.056.5
Banking77 English27.01.0
BoolQ English56.591.0
XNLI English English76.087.3
Typed decisions English54.767.0
XNLI French French68.082.7
XNLI Arabic Arabic56.776.0
MASSIVE scenario Arabic63.556.5
MASSIVE intent Arabic65.570.0
OSACT4 offensive Arabic79.584.5
Tweet sentiment Arabic58.070.5
MIRACL rerank Arabic34.085.5
MIRACL pairwise Arabic76.087.5

Model pages: Naluri-308M · Tev1 4B Experimental. Latency for API models is the median per call through OpenRouter, timed from one machine.