Image JevBench v0.3.0 · individual system

CUA-S1 4B

adapter · 4BBase model: Qwen/Qwen3.5-4Bsource

Published source

local/GPU evaluation

Image JevBench v0.3.0 composite score

12.894

Rank #20 of 44 ranked systems.

From the published full-benchmark aggregate. The composite combines intelligence, calibration, speed and cost.

Published axes

intelligence
30.2
calibration
68.9
speed
81.9
cost
42.9

Cost and speed evidence

Cost per 1,000 decisions
USD 0.080320
Cost basis
measured GPU seconds x $1.19/GPU-hour
Measured latency · p50 / p95
0.218 s / 0.481 s
Adjusted latency · p50 / p95
0.587 s / 1.112 s
Latency adjustment
v1.4 local latency adjustment
Public accuracy
58.7%
Sealed accuracy
52.2%

Published 2026-10-06. Scores and ranks can change in a later release. See the method notes.