Qwen 2.5 Max vs Visual Jev (Qwen3-VL 8B Backbone)

A direct, empirical evaluation of Qwen 2.5 Max (Alibaba Cloud) against Visual Jev (Qwen3-VL 8B Backbone) (Independent AI Systems Lab (Guanxu Yu & Yuhang Yao)).

Qwen 2.5 Max

Developed by Alibaba Cloud · Proprietary (~700B) parameters

Cross-lingual document extraction and structured structured output generation.

Visual Jev (Qwen3-VL 8B Backbone)

Developed by Independent AI Systems Lab (Guanxu Yu & Yuhang Yao) · 8.2 Billion Vision-Language Parameters parameters

Sub-20ms multi-query image verification, automated rejection sampling in generative diffusion pipelines (FLUX / SD3), robotics perception routing, and high-frequency visual software inspection.

Metric Qwen 2.5 Max Visual Jev (Qwen3-VL 8B Backbone)
SWE-bench Verified 51.4% 62.1%
MMLU-Pro 77.2% 86.4%
MATH-500 89.4% 89.2%
Context Window 128,000 tokens 32,768 tokens (Visual prefix + batched question suffixes)
Input Pricing (per 1M) $1.60 $0.05
Output Pricing (per 1M) $6.40 $0.10