System One Bench

Head to head

Clef Omni vs Drex v2.0

Clef Omni scores 79.7 and Drex v2.0 78.6 on the System One Index. Clef Omni is more accurate on 8 of 16 text datasets, Drex v2.0 on 8. Same cases, same request, same scorer.

Overall

Clef OmniDrex v2.0
System One Index79.778.6
English78.677.8
Arabic80.579.6
Vision Index72.2–
Calibration error3.4%1.5%
Median latency208 ms294 ms
Cost per 1,000 calls$0.074$0.015

Text datasets, accuracy

Clef OmniDrex v2.0
AG News English89.088.0
SST-2 English97.094.0
SST-5 English51.056.0
DAIR Emotion English56.055.5
Banking77 English96.080.5
BoolQ English90.092.5
XNLI English English82.787.3
Typed decisions English67.068.7
XNLI French French82.777.3
XNLI Arabic Arabic73.371.3
MASSIVE scenario Arabic89.063.5
MASSIVE intent Arabic91.582.5
OSACT4 offensive Arabic90.594.5
Tweet sentiment Arabic50.069.5
MIRACL rerank Arabic83.087.0
MIRACL pairwise Arabic86.589.0

Image datasets, accuracy

Clef OmniDrex v2.0
SST-2, as an image89.5–
Arabic sentiment, as an image28.5–
Oxford-IIIT Pet88.0–
VQAv2 yes/no87.0–
CountBench68.0–

Model pages: Clef Omni · Drex v2.0. Latency for API models is the median per call through OpenRouter, timed from a cloud server with 8 calls in flight.