Visual Jev (Qwen3-VL 8B Backbone)
Sub-20ms multi-query image verification, automated rejection sampling in generative diffusion pipelines (FLUX / SD3), robotics perception routing, and high-frequency visual software inspection.
SWE-bench Verified
62.1%
MMLU-Pro
86.4%
MATH-500
89.2%
Context Window
32,768 tokens (Visual prefix + batched question suffixes)
| Specification | Value |
|---|---|
| Developer / Lab | Independent AI Systems Lab (Guanxu Yu & Yuhang Yao) |
| Parameters Total | 8.2 Billion Vision-Language Parameters |
| Parameters Active | 8.2B (Pinned Shared Prefix KV Cache) |
| Architecture Type | Shared Visual Prefix Caching + Batched Suffix Forward Pass + Direct Logit Probability Extraction |
| License | Apache 2.0 / Open Weights on GitHub |
| Input Pricing (per 1M) | $0.05 |
| Output Pricing (per 1M) | $0.10 |
Head-to-Head Comparisons with Visual Jev (Qwen3-VL 8B Backbone)
Visual Jev (Qwen3-VL 8B Backbone) vs Gemini 4 Argon →Visual Jev (Qwen3-VL 8B Backbone) vs GPT-6.1 Sol →Visual Jev (Qwen3-VL 8B Backbone) vs Gemini 4 Pro (Leaked Benchmark) →Visual Jev (Qwen3-VL 8B Backbone) vs Space Bunny Alpha (Stealth) →Visual Jev (Qwen3-VL 8B Backbone) vs GPT-6 Sol →Visual Jev (Qwen3-VL 8B Backbone) vs GPT-6 Luna →