System One Bench

Head to head

GPT-6 Luna Decisions vs Tev1 4B Experimental

GPT-6 Luna Decisions scores 76.0 and Tev1 4B Experimental 71.5 on the System One Index. GPT-6 Luna Decisions is more accurate on 9 of 16 text datasets, Tev1 4B Experimental on 6, and 1 are tied. Same cases, same request, same scorer.

Overall

GPT-6 Luna DecisionsTev1 4B Experimental
System One Index76.071.5
English75.266.4
Arabic78.875.8
Vision Index81.6–
Calibration error9.8%5.3%
Median latency215 ms232 ms
Cost per 1,000 calls$0.040$0.019

Text datasets, accuracy

GPT-6 Luna DecisionsTev1 4B Experimental
AG News English87.591.5
SST-2 English93.594.0
SST-5 English61.543.0
DAIR Emotion English58.556.5
Banking77 English77.51.0
BoolQ English85.591.0
XNLI English English66.787.3
Typed decisions English71.067.0
XNLI French French62.082.7
XNLI Arabic Arabic54.076.0
MASSIVE scenario Arabic66.056.5
MASSIVE intent Arabic84.570.0
OSACT4 offensive Arabic93.584.5
Tweet sentiment Arabic80.070.5
MIRACL rerank Arabic86.085.5
MIRACL pairwise Arabic87.587.5

Image datasets, accuracy

GPT-6 Luna DecisionsTev1 4B Experimental
SST-2, as an image88.5–
Arabic sentiment, as an image67.0–
Oxford-IIIT Pet87.0–
VQAv2 yes/no80.5–
CountBench85.0–

Model pages: GPT-6 Luna Decisions · Tev1 4B Experimental. Latency for API models is the median per call through OpenRouter, timed from one machine.