Image JevBench v0.3.0 · individual system

Visual-Jev 4B Answer-SFT

adapter · 4BBase model: Qwen/Qwen3-VL-4B-Instructsource

Published source

local/GPU evaluation

Image JevBench v0.3.0 composite score

8.707

Rank #25 of 44 ranked systems.

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

Published axes

intelligence
24.0
calibration
47.7
speed
84.2
cost
47.4

Cost and speed evidence

Cost per 1,000 decisions
USD 0.056510
Cost basis
measured GPU seconds x $1.19/GPU-hour
Measured latency · p50 / p95
0.149 s / 0.349 s
Adjusted latency · p50 / p95
0.448 s / 0.848 s
Latency adjustment
v1.4 local latency adjustment
Public accuracy
49.8%
Sealed accuracy
48.2%

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