Image JevBench v0.3.0 · individual system

vjev-vision (yah01)

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

Published source

local/GPU evaluation

Image JevBench v0.3.0 composite score

8.857

Rank #24 of 44 ranked systems.

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

Published axes

intelligence
21.7
calibration
89.6
speed
89.7
cost
59.0

Cost and speed evidence

Cost per 1,000 decisions
USD 0.023266
Cost basis
measured GPU seconds x $1.19/GPU-hour
Measured latency · p50 / p95
0.068 s / 0.111 s
Adjusted latency · p50 / p95
0.286 s / 0.371 s
Latency adjustment
v1.4 local latency adjustment
Public accuracy
45.5%
Sealed accuracy
48.1%

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