System One Bench

Head to head

Microsoft-Decision-1 vs d3 edge

Microsoft-Decision-1 scores 82.0 and d3 edge 65.9 on the System One Index. Microsoft-Decision-1 is more accurate on 14 of 16 text datasets, d3 edge on 1, and 1 are tied. Same cases, same request, same scorer.

Overall

Microsoft-Decision-1d3 edge
System One Index82.065.9
English81.069.1
Arabic83.262.2
Vision Index––
Calibration error2.8%18.7%
Median latency240 ms–
Cost per 1,000 calls$0.010–

Text datasets, accuracy

Microsoft-Decision-1d3 edge
AG News English89.080.0
SST-2 English95.580.5
SST-5 English62.539.5
DAIR Emotion English57.057.0
Banking77 English87.090.0
BoolQ English88.579.5
XNLI English English89.384.0
Typed decisions English79.042.3
XNLI French French82.066.0
XNLI Arabic Arabic72.059.3
MASSIVE scenario Arabic83.541.0
MASSIVE intent Arabic89.055.0
OSACT4 offensive Arabic88.572.5
Tweet sentiment Arabic68.561.5
MIRACL rerank Arabic90.070.0
MIRACL pairwise Arabic91.076.0

Model pages: Microsoft-Decision-1 · d3 edge. Latency for API models is the median per call through OpenRouter, timed from one machine.