Claude Sonnet 5.5 vs Visual Jev (Qwen3-VL 8B Backbone)
A direct, empirical evaluation of Claude Sonnet 5.5 (Anthropic) against Visual Jev (Qwen3-VL 8B Backbone) (Independent AI Systems Lab (Guanxu Yu & Yuhang Yao)).
Claude Sonnet 5.5
Developed by Anthropic · Proprietary Frontier Dynamic Hybrid Reasoner parameters
Terminal-Bench 4.0 execution (70.6%), SWE-bench Verified coding (82.4%), GitHub Copilot multi-file edits, and low-latency autonomous agentic coding at $2/$10 pricing.
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 | Claude Sonnet 5.5 | Visual Jev (Qwen3-VL 8B Backbone) |
|---|---|---|
| SWE-bench Verified | 82.4% | 62.1% |
| MMLU-Pro | 88.4% | 86.4% |
| MATH-500 | 95.2% | 89.2% |
| Context Window | 1,000,000 tokens | 32,768 tokens (Visual prefix + batched question suffixes) |
| Input Pricing (per 1M) | $2.00 | $0.05 |
| Output Pricing (per 1M) | $10.00 | $0.10 |