Image JevBench v0.3.0 · individual system

Visual-Jev generic (zero-shot Qwen3.5-4B baseline)

4BBase model: undisclosed

Published source

local/GPU evaluation

Image JevBench v0.3.0 composite score

11.136

Rank #22 of 44 ranked systems.

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

Published axes

intelligence
29.7
calibration
83.8
speed
80.6
cost
40.4

Cost and speed evidence

Cost per 1,000 decisions
USD 0.091354
Cost basis
measured GPU seconds x $1.19/GPU-hour
Measured latency · p50 / p95
0.266 s / 0.570 s
Adjusted latency · p50 / p95
0.683 s / 1.290 s
Latency adjustment
v1.4 local latency adjustment
Public accuracy
53.2%
Sealed accuracy
52.3%

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