System One Bench

Head to head

Clef vs Tev1 4B Experimental

Clef scores 81.6 and Tev1 4B Experimental 71.5 on the System One Index. Clef is more accurate on 12 of 16 text datasets, Tev1 4B Experimental on 3, and 1 are tied. Same cases, same request, same scorer.

Overall

ClefTev1 4B Experimental
System One Index81.671.5
English80.666.4
Arabic83.075.8
Vision Index78.1–
Calibration error2.2%5.3%
Median latency310 ms232 ms
Cost per 1,000 calls$0.116$0.019

Text datasets, accuracy

ClefTev1 4B Experimental
AG News English90.591.5
SST-2 English97.094.0
SST-5 English51.543.0
DAIR Emotion English58.556.5
Banking77 English95.51.0
BoolQ English91.091.0
XNLI English English88.787.3
Typed decisions English72.267.0
XNLI French French80.082.7
XNLI Arabic Arabic78.076.0
MASSIVE scenario Arabic88.056.5
MASSIVE intent Arabic89.570.0
OSACT4 offensive Arabic89.584.5
Tweet sentiment Arabic58.070.5
MIRACL rerank Arabic89.085.5
MIRACL pairwise Arabic89.087.5

Image datasets, accuracy

ClefTev1 4B Experimental
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 · Tev1 4B Experimental. Latency for API models is the median per call through OpenRouter, timed from one machine.