System One Bench

Head to head

Tev1 4B Experimental vs d3 edge

Tev1 4B Experimental scores 71.5 and d3 edge 65.9 on the System One Index. Tev1 4B Experimental is more accurate on 14 of 16 text datasets, d3 edge on 2. Same cases, same request, same scorer.

Overall

Tev1 4B Experimentald3 edge
System One Index71.565.9
English66.469.1
Arabic75.862.2
Vision Index––
Calibration error5.3%18.7%
Median latency232 ms–
Cost per 1,000 calls$0.019–

Text datasets, accuracy

Tev1 4B Experimentald3 edge
AG News English91.580.0
SST-2 English94.080.5
SST-5 English43.039.5
DAIR Emotion English56.557.0
Banking77 English1.090.0
BoolQ English91.079.5
XNLI English English87.384.0
Typed decisions English67.042.3
XNLI French French82.766.0
XNLI Arabic Arabic76.059.3
MASSIVE scenario Arabic56.541.0
MASSIVE intent Arabic70.055.0
OSACT4 offensive Arabic84.572.5
Tweet sentiment Arabic70.561.5
MIRACL rerank Arabic85.570.0
MIRACL pairwise Arabic87.576.0

Model pages: Tev1 4B Experimental · d3 edge. Latency for API models is the median per call through OpenRouter, timed from one machine.