System One Bench

Head to head

Clef vs Drex v2.0

Clef scores 81.6 and Drex v2.0 78.6 on the System One Index. Clef is more accurate on 11 of 16 text datasets, Drex v2.0 on 4, and 1 are tied. Same cases, same request, same scorer.

Overall

ClefDrex v2.0
System One Index81.678.6
English80.677.8
Arabic83.079.6
Vision Index78.1–
Calibration error2.2%1.5%
Median latency310 ms294 ms
Cost per 1,000 calls$0.116$0.015

Text datasets, accuracy

ClefDrex v2.0
AG News English90.588.0
SST-2 English97.094.0
SST-5 English51.556.0
DAIR Emotion English58.555.5
Banking77 English95.580.5
BoolQ English91.092.5
XNLI English English88.787.3
Typed decisions English72.268.7
XNLI French French80.077.3
XNLI Arabic Arabic78.071.3
MASSIVE scenario Arabic88.063.5
MASSIVE intent Arabic89.582.5
OSACT4 offensive Arabic89.594.5
Tweet sentiment Arabic58.069.5
MIRACL rerank Arabic89.087.0
MIRACL pairwise Arabic89.089.0

Image datasets, accuracy

ClefDrex v2.0
SST-2, as an image95.5–
Arabic sentiment, as an image35.0–
Oxford-IIIT Pet82.5–
VQAv2 yes/no87.5–
CountBench90.0–

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