System One Bench

Head to head

Clef vs d1

Clef scores 81.6 and d1 82.7 on the System One Index. Clef is more accurate on 5 of 16 text datasets, d1 on 11. Same cases, same request, same scorer.

Overall

Clefd1
System One Index81.682.7
English80.681.3
Arabic83.083.9
Vision Index78.1–
Calibration error2.2%2.9%
Median latency310 ms188 ms
Cost per 1,000 calls$0.116$0.015

Text datasets, accuracy

Clefd1
AG News English90.590.0
SST-2 English97.095.5
SST-5 English51.556.5
DAIR Emotion English58.563.5
Banking77 English95.589.0
BoolQ English91.090.0
XNLI English English88.791.3
Typed decisions English72.274.5
XNLI French French80.084.7
XNLI Arabic Arabic78.080.0
MASSIVE scenario Arabic88.073.0
MASSIVE intent Arabic89.590.0
OSACT4 offensive Arabic89.595.5
Tweet sentiment Arabic58.067.5
MIRACL rerank Arabic89.090.5
MIRACL pairwise Arabic89.091.0

Image datasets, accuracy

Clefd1
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 · d1. Latency for API models is the median per call through OpenRouter, timed from one machine.